{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "0b9ffbb2-8d33-eb0c-5a42-0733bdc3b74b",
    "_uuid": "e14f65723f5ac826104e861c45e58525740d8b2a"
   },
   "source": [
    "## 1. 对数据做数据探索分析（可参考 EDA_BikeSharing.ipynb，不计分）"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "说明：\n",
    "1）依照 EDA_BikeSharing.ipynb 顺序进行测试，有加上自己的一些理解和查到的补充。 "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 导入必要的工具包"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "_cell_guid": "2ba3154a-c2aa-3158-1984-63ad2c0c786a",
    "_uuid": "5eb696b95780825e94ddb49787f9fa339fc3833b"
   },
   "outputs": [],
   "source": [
    "# coding=utf-8\n",
    "\n",
    "# 数据读取及基本处理\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "# 绘图\n",
    "import seaborn as sn\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 省去每次呼叫 plt.show()\n",
    "%matplotlib inline\n",
    "\n",
    "# 设定绘图参数\n",
    "params = {'legend.fontsize': 'x-large',\n",
    "          'figure.figsize': (30, 10),\n",
    "          'axes.labelsize': 'x-large',\n",
    "          'axes.titlesize':'x-large',\n",
    "          'xtick.labelsize':'x-large',\n",
    "          'ytick.labelsize':'x-large'}\n",
    "\n",
    "sn.set_style('whitegrid')\n",
    "sn.set_context('talk')\n",
    "\n",
    "plt.rcParams.update(params)\n",
    "pd.options.display.max_colwidth = 600\n",
    "\n",
    "# Pandas 以表格形式显示 DataFrame\n",
    "# IPython 可以输出 HTML 代码\n",
    "from IPython.display import display, HTML"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 读入数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "_cell_guid": "21fa35be-878b-b4f2-ef6e-68dc070b8bfa",
    "_uuid": "73aee228226be55c0c8a6e4fcbf818c56cd94926"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "共731笔16栏目\n"
     ]
    }
   ],
   "source": [
    "# 读入数据\n",
    "train = pd.read_csv(\"day.csv\")\n",
    "# 观察前5笔数据，先看一下数据的结构\n",
    "train.head()\n",
    "print(\"共{}笔{}栏目\".format(train.shape[0], train.shape[1]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 731 entries, 0 to 730\n",
      "Data columns (total 16 columns):\n",
      " #   Column      Non-Null Count  Dtype  \n",
      "---  ------      --------------  -----  \n",
      " 0   instant     731 non-null    int64  \n",
      " 1   dteday      731 non-null    object \n",
      " 2   season      731 non-null    int64  \n",
      " 3   yr          731 non-null    int64  \n",
      " 4   mnth        731 non-null    int64  \n",
      " 5   holiday     731 non-null    int64  \n",
      " 6   weekday     731 non-null    int64  \n",
      " 7   workingday  731 non-null    int64  \n",
      " 8   weathersit  731 non-null    int64  \n",
      " 9   temp        731 non-null    float64\n",
      " 10  atemp       731 non-null    float64\n",
      " 11  hum         731 non-null    float64\n",
      " 12  windspeed   731 non-null    float64\n",
      " 13  casual      731 non-null    int64  \n",
      " 14  registered  731 non-null    int64  \n",
      " 15  cnt         731 non-null    int64  \n",
      "dtypes: float64(4), int64(11), object(1)\n",
      "memory usage: 91.5+ KB\n"
     ]
    }
   ],
   "source": [
    "# 观察数据的总体信息\n",
    "train.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "没有缺失数据"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "be11c1c7-acfe-cb9a-bc81-95d461b884c5",
    "_uuid": "b53750ea6a3a2a02aa4297f5401e29c2f4d92e31"
   },
   "source": [
    "## 数据探索"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>instant</th>\n",
       "      <th>season</th>\n",
       "      <th>yr</th>\n",
       "      <th>mnth</th>\n",
       "      <th>holiday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>cnt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>366.000000</td>\n",
       "      <td>2.496580</td>\n",
       "      <td>0.500684</td>\n",
       "      <td>6.519836</td>\n",
       "      <td>0.028728</td>\n",
       "      <td>2.997264</td>\n",
       "      <td>0.683995</td>\n",
       "      <td>1.395349</td>\n",
       "      <td>0.495385</td>\n",
       "      <td>0.474354</td>\n",
       "      <td>0.627894</td>\n",
       "      <td>0.190486</td>\n",
       "      <td>848.176471</td>\n",
       "      <td>3656.172367</td>\n",
       "      <td>4504.348837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>211.165812</td>\n",
       "      <td>1.110807</td>\n",
       "      <td>0.500342</td>\n",
       "      <td>3.451913</td>\n",
       "      <td>0.167155</td>\n",
       "      <td>2.004787</td>\n",
       "      <td>0.465233</td>\n",
       "      <td>0.544894</td>\n",
       "      <td>0.183051</td>\n",
       "      <td>0.162961</td>\n",
       "      <td>0.142429</td>\n",
       "      <td>0.077498</td>\n",
       "      <td>686.622488</td>\n",
       "      <td>1560.256377</td>\n",
       "      <td>1937.211452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.059130</td>\n",
       "      <td>0.079070</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.022392</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>22.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>183.500000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.337083</td>\n",
       "      <td>0.337842</td>\n",
       "      <td>0.520000</td>\n",
       "      <td>0.134950</td>\n",
       "      <td>315.500000</td>\n",
       "      <td>2497.000000</td>\n",
       "      <td>3152.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>366.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.498333</td>\n",
       "      <td>0.486733</td>\n",
       "      <td>0.626667</td>\n",
       "      <td>0.180975</td>\n",
       "      <td>713.000000</td>\n",
       "      <td>3662.000000</td>\n",
       "      <td>4548.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>548.500000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.655417</td>\n",
       "      <td>0.608602</td>\n",
       "      <td>0.730209</td>\n",
       "      <td>0.233214</td>\n",
       "      <td>1096.000000</td>\n",
       "      <td>4776.500000</td>\n",
       "      <td>5956.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>731.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.861667</td>\n",
       "      <td>0.840896</td>\n",
       "      <td>0.972500</td>\n",
       "      <td>0.507463</td>\n",
       "      <td>3410.000000</td>\n",
       "      <td>6946.000000</td>\n",
       "      <td>8714.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          instant      season          yr        mnth     holiday     weekday  \\\n",
       "count  731.000000  731.000000  731.000000  731.000000  731.000000  731.000000   \n",
       "mean   366.000000    2.496580    0.500684    6.519836    0.028728    2.997264   \n",
       "std    211.165812    1.110807    0.500342    3.451913    0.167155    2.004787   \n",
       "min      1.000000    1.000000    0.000000    1.000000    0.000000    0.000000   \n",
       "25%    183.500000    2.000000    0.000000    4.000000    0.000000    1.000000   \n",
       "50%    366.000000    3.000000    1.000000    7.000000    0.000000    3.000000   \n",
       "75%    548.500000    3.000000    1.000000   10.000000    0.000000    5.000000   \n",
       "max    731.000000    4.000000    1.000000   12.000000    1.000000    6.000000   \n",
       "\n",
       "       workingday  weathersit        temp       atemp         hum   windspeed  \\\n",
       "count  731.000000  731.000000  731.000000  731.000000  731.000000  731.000000   \n",
       "mean     0.683995    1.395349    0.495385    0.474354    0.627894    0.190486   \n",
       "std      0.465233    0.544894    0.183051    0.162961    0.142429    0.077498   \n",
       "min      0.000000    1.000000    0.059130    0.079070    0.000000    0.022392   \n",
       "25%      0.000000    1.000000    0.337083    0.337842    0.520000    0.134950   \n",
       "50%      1.000000    1.000000    0.498333    0.486733    0.626667    0.180975   \n",
       "75%      1.000000    2.000000    0.655417    0.608602    0.730209    0.233214   \n",
       "max      1.000000    3.000000    0.861667    0.840896    0.972500    0.507463   \n",
       "\n",
       "            casual   registered          cnt  \n",
       "count   731.000000   731.000000   731.000000  \n",
       "mean    848.176471  3656.172367  4504.348837  \n",
       "std     686.622488  1560.256377  1937.211452  \n",
       "min       2.000000    20.000000    22.000000  \n",
       "25%     315.500000  2497.000000  3152.000000  \n",
       "50%     713.000000  3662.000000  4548.000000  \n",
       "75%    1096.000000  4776.500000  5956.000000  \n",
       "max    3410.000000  6946.000000  8714.000000  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#对数据值型特征，用常用统计量观察其分布\n",
    "train.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. 离散特征的分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "season属性的不同取值和出现的次数\n",
      "3    188\n",
      "2    184\n",
      "1    181\n",
      "4    178\n",
      "Name: season, dtype: int64\n",
      "\n",
      "mnth属性的不同取值和出现的次数\n",
      "12    62\n",
      "10    62\n",
      "8     62\n",
      "7     62\n",
      "5     62\n",
      "3     62\n",
      "1     62\n",
      "11    60\n",
      "9     60\n",
      "6     60\n",
      "4     60\n",
      "2     57\n",
      "Name: mnth, dtype: int64\n",
      "\n",
      "weathersit属性的不同取值和出现的次数\n",
      "1    463\n",
      "2    247\n",
      "3     21\n",
      "Name: weathersit, dtype: int64\n",
      "\n",
      "weekday属性的不同取值和出现的次数\n",
      "6    105\n",
      "1    105\n",
      "0    105\n",
      "5    104\n",
      "4    104\n",
      "3    104\n",
      "2    104\n",
      "Name: weekday, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "# 对类别型特征，观察其取值范围及直方图\n",
    "# 类别型特征的取值不多，类别型特征可以改采用独热编码（One hot encoding）/哑编码\n",
    "categorical_features = ['season', 'mnth', 'weathersit', 'weekday']\n",
    "for col in categorical_features:\n",
    "    print('\\n{}属性的不同取值和出现的次数'.format(col))\n",
    "    print(train[col].value_counts())\n",
    "    train[col] = train[col].astype('object')  # 改变该栏目资料型别"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "类别型特征的取值不多\n",
    "类别型特征可以采用独热编码（One hot encoding）/哑编码"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. 数值特征的分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x000002142D43BEC8>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x000002142E76BB48>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x000002142E7A5B08>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x000002142E7DCC08>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2160x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 对数值型特征显示直方图\n",
    "numerical_features = ['temp','atemp','hum','windspeed']\n",
    "train[numerical_features].hist()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. 特征与目标之间的关系"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3.1 每年骑行量的分布\n",
    "violinplot中用x表示类别（年）信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x2142e892548>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sn.violinplot(data=train[['yr',\n",
    "                        'cnt']],\n",
    "              x=\"yr\", y=\"cnt\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "2011年和2012年的分布差异很大"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3.2 一年中每天的骑车量\n",
    "用颜色参数hue表示类别（年）信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'Daily distribution of counts')]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import datetime\n",
    "\n",
    "train['date'] = pd.to_datetime(train['dteday'])\n",
    "train['dayofyear'] = train[\"date\"].dt.dayofyear  #减今年的第几天\n",
    "\n",
    "fig,ax = plt.subplots()\n",
    "sn.pointplot(data=train[['dayofyear',\n",
    "                           'cnt',\n",
    "                           'yr']],\n",
    "             x='dayofyear', y='cnt',\n",
    "             hue='yr', ax=ax)\n",
    "ax.set(title=\"Daily distribution of counts\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "每年开始和结束的数量少，中间多，骑行量和季节/月份有关"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3.3 季节与骑车数量的关系\n",
    "violinplot得到详细分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x2142ee51a88>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sn.violinplot(data=train[['season',\n",
    "                        'cnt']],\n",
    "              x=\"season\", y=\"cnt\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "能看出来每个季节骑行量的分布不同\n",
    "barplot利用矩阵条的高度反映数值变量的集中趋势，以及使用errorbar功能（差棒图）来估计变量之间的差值统计。\n",
    "谨记barplot展示的是某种变量分布的平均值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'Seasonly distribution of counts')]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots()\n",
    "sn.barplot(data=train[['season',\n",
    "                       'cnt']],\n",
    "           x=\"season\", y=\"cnt\")\n",
    "ax.set(title=\"Seasonly distribution of counts\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "骑行量和季节的关系就很明显了：第2、3、4季度的骑行量明显高于第1季度"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3.4 月份与骑车数量的关系"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'Monthly distribution of counts')]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots()\n",
    "sn.barplot(data=train[['mnth',\n",
    "                       'cnt']],\n",
    "           x=\"mnth\",y=\"cnt\")\n",
    "ax.set(title=\"Monthly distribution of counts\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3.5 天气和骑车数目的关系"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'Weathersit distribution of counts')]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABvoAAAKHCAYAAABAep9IAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOzdd5iV1b0+7mcYZoABBIyiBvGIbWxgV1TUmGhsR4/GEo31aIz6jZ5jYjRqjiV2k9jAGnuJsaCxRSGJeiygBMKgUREVBbuIIAFp035/8Nv7gDODwBCHTe77uriuPe+71rvWfndB5vGzVlljY2NjAAAAAAAAgJLSrq0nAAAAAAAAACw+QR8AAAAAAACUIEEfAAAAAAAAlCBBHwAAAAAAAJQgQR8AAAAAAACUIEEfAAAAAAAAlCBBHwAALAcuuuiiVFdXZ+utt05jY2OL7f74xz+muro61dXVGTBgwEKvefvtt6e6ujobb7xxZs6cubSnvFg+//zz3HTTTU2On3766amurs4xxxzTBrNaet5///3i6zJmzJgm58eMGZMnn3xyqY45YsSI4piffvrpVx5vjYceeijjx49f7H4tvb6HH354qqurc/bZZy+V+S2q2bNn55prrmlyfNCgQamurs7uu+/+tc7n6/bcc8/lkEMOyRZbbJFNN900u+yySz766KO2ntYy4Z/xGQUAgEUh6AMAgOVA//79kyTTpk3LW2+91WK7559/vvj4008/zbhx41ps+7e//S1Jsummm6aqqmopzXTxDRs2LLvvvnsGDx7cZnNoSxdccEEOPvjgJQrK2tqMGTPygx/8ID//+c8zffr0tp5Oq4wdOzZ77rlnrr/++raeSpt49dVXc9xxx2X06NGZMWNGKioq8vnnn6dnz55tPbU2V8qfUQAASl/7tp4AAADQeltvvXXKy8tTX1+fmpqarLvuus22Gz58eJLkm9/8Zj788MM8//zzqa6ubrbt6NGjkyTbbbfdP2fSi2j06NGZOnVqunfv3qbz+GeqqKhInz59kiQdO3Zc4NxTTz210CrNpa1Tp07FuZSXl7fqWp9//nkxMF4SK6+8cvr06ZPVVlutVfNYGsaOHZsPPvgglZWVTc716NEjffr0Se/evdtgZl+PJ554IvX19amqqsrgwYOz9tprt/WUlhlf92cUAADmJ+gDAIDlQJcuXbLxxhvnpZdeSk1NTQ466KAmbd566618/PHH6d69ew466KBceeWVGTZsWLPLXk6YMKG4bGNbB33/ClZZZZUMGTKkraeRJOnXr98yM5dTTjklp5xySltP4ysddthhOeyww9p6Gv9UU6dOTZJsuOGGQj4AAFiGWLoTAACWE4XlOwuVeF9WWLZz6623zvbbb58kGTVqVGbPnt2k7ahRo5IkXbt2Td++ff8Z0wVKSH19fZKmFacAAEDbEvQBAMByohD0TZgwIVOmTGlyftiwYUnmVehtvPHG6datW+bMmZO//vWvTdoWllvcZpttml2+ccKECTn77LPzne98J3379s2WW26Zgw8+OHfeeWfmzJnT4hzfeeedXHDBBdl7772z5ZZbZuONN862226b//zP/8yDDz6YhoaGYtv3338/1dXVufrqq4t9q6urU11dnffff7/JtWfMmJErr7wyu+++e/r27ZvtttsuJ5xwwlcuHTl06ND88Ic/TP/+/bPxxhtnwIAB+e///u+MHDmy2faHH354qqur8/DDD+cPf/hD8R7ssssuefzxx5PMC0Xuu+++HHbYYcXnOWDAgBx//PEZOnRok2X+Cs+1uro6Y8aMSZIMGjQo1dXV+eCDD5Ikl112Waqrq3P44Ycv9Pl82RNPPJHDDz8822yzTTbffPMceeSReeGFF1psP2LEiOJcClWdBZ988kkuuuii7LHHHunbt28222yz7Lbbbjn33HMzYcKEJvfpO9/5TvHn73//+6murs6gQYOSJA8++GCqq6tz1FFHZeLEiTn88MPTr1+/9O/fPz/72c+SJKeffnqqq6ubrTot+Oijj3Laaadl2223Tb9+/fLv//7vufrqqzNz5swmbQtjLiy8Lry+Z599dvFYdXV1zjjjjCTJ3Llzi/dnxIgRSf7vtdp9992bveb48eNz1llnZZdddlng83Lbbbc1+3kpvAa77rprkmTIkCE5/PDDs9VWW2WTTTbJvvvum1tuuSVz585t8XkszEcffZSLL744e+yxR/r165fNNtss++23X66++uomeykWXoM//OEPSVJc7nf+578o3n777VxwwQXZfffds8kmm2SLLbbIIYcckvvvv3+Bz/38Fve+LenrO//xhx9+OJ999lnOP//84md7++23z09+8pOMHTt2gT6L8hld3O8CAABYXJbuBACA5cTmm2+eysrKzJ07N2PGjMm3v/3t4rm5c+cWg6vtt98+7dq1S//+/TN06NAMGzYsO+644wLXKlT0Nbds5yOPPJIzzzwztbW1SZLOnTtn9uzZqampSU1NTQYPHpzf/va3WWWVVRbod//99+ecc84pVgZVVVWlrKwsU6ZMyfDhwzN8+PAMGzYsl112WZJ5+8OttNJKmTlzZmbOnJny8vL06NGjeG5+kydPzgEHHJB33nkn5eXlqayszGeffZannnoqzzzzTC677LLsscceC/SZM2dOTj311AwdOjRJUlZWlq5du2by5MkZMmRIhgwZkmOOOSannXZas/d76NChefLJJ4vjvffee+nTp08aGxvzk5/8pHjddu3apUuXLpk8eXKefvrpPP300znggANy4YUXNnvdgqqqqqy00kqZMmVKGhoaUlVVlaqqqnTr1m2h/Qrq6+vzP//zP3nwwQeTJO3bt0+nTp3y4osvZsSIEdlrr70W6ToFEydOzA9+8INMnjw5SdKhQ4ck80LfCRMm5MEHH8z1119ffM9069YtPXr0KC752L1797Rv3z5VVVULXHfatGk56qij8uGHH6Zz586ZOnVq8XX+KhMmTMh+++2XqVOnpmPHjmnXrl3efPPNvPnmm3n00Udz5513pmfPnov1PJuz0korZfbs2ZkxY0bx52Te3opf5d577835559f/Lx07dq12c/LN7/5zWb7X3zxxbntttuSzPuszZkzJ2PHjs3YsWPz/PPP5+abb05ZWdkiP5ennnoqP/vZz/LFF18kmfc+q6+vz2uvvZbXXnst999/f2644Yasv/76SeYtC7zSSitl+vTpmTNnTioqKorvwUV5/kny8MMP56yzziqGc126dMmsWbMyevTojB49Oi+++GJ+85vfLPA8WnvfltTEiRNz6aWX5rPPPkt5eXk6dOiQyZMn5/HHH8+f//zn3Hjjjdl2222TfPVndGl9FwAAwMKo6AMAgOVEx44ds+mmmyZJampqFjj3t7/9LbNmzUrv3r2zxhprJElx+c7Ckp4FkyZNyrvvvpukadA3atSonH766WlsbMyPfvSjPPfccxk9enTGjBmTG2+8MWussUZef/31nHjiiQtU6YwfPz7nnntu6uvrc9BBB+W5555LTU1NXn755fzxj3/MDjvskCR57LHH8vLLLydJVltttQwbNixHH310kmSNNdbIsGHDMmzYsKy22moLzOv111/Pxx9/nF/+8pfFIODee+9Nr169Ul9fnwsvvLBJ5cwFF1yQoUOHZvXVV89VV12VMWPGZOTIkXnxxRdz8sknp3379rn55pvzu9/9rtn7/eSTT2annXbK8OHDU1NTk9/97nfZYIMN8qc//SlDhw5NZWVlfv3rX+fvf/97Ro4cmVGjRhWfy+DBg4thakuOOeaYBZ7rCSeckGHDhhUrHL/KHXfckQcffDBlZWU55ZRTMmrUqIwaNSqPPvpo+vXrl8cee2yRrlNw8cUXZ/Lkydl4442Lr1NNTU0effTRbLTRRpkzZ07OOeecYvurr746gwcPLv58ww03NLsn5GuvvZaZM2fm97//fUaPHp0nn3yyeJ++yogRI1JbW5srrriiGBoNGjQoK6ywQiZMmNBiSLu4hg0bll/84hdJksrKyuL7cPPNN19ov2eeeSbnnHNOamtrs/POO2fIkCEZNWpUampqcuWVV2bFFVfMm2++meOOO67ZCrX3338/t912W/bdd988/fTTxVDse9/7XnFef/7znxf5ebz22ms5+eST88UXX2SzzTbLgw8+mJqamowZMya33HJLevfunY8//jjHHntssSr4f/7nfzJs2LDsueeeSeZV+S7q8y+MecYZZ2TOnDnZaaedMmTIkPztb3/LmDFjcsYZZ6SsrCyPPfZY7rzzzqV231rjuuuuS3l5eQYOHJgxY8akpqYmN998c3r06JHa2tpcdNFFxbZf9RldWt8FAACwMII+AABYjrS0T18hzJs/uCs8fuutt/Lxxx8Xjxd+6bzaaqulT58+C1zn4osvTn19fc4888yccsopxWqp9u3bZ8cdd8ytt96aqqqqvPzyy8UqlmTeL7Pr6uqy4YYb5rzzziv2KysryzrrrJMrr7yyWB305ZByUV100UU5+OCD06FDh5SVlWXTTTfNz3/+8yTJp59+mnHjxhXbvvHGG7nvvvvSpUuX3H333dl9992Le4917949J5xwQn76058mmbc8X3P7GLZv3z4XXXRRunfvnrKysmy55ZZJkhdffDFJsuOOO2afffZJ+/bzFlLp0qVLfv7zn6dv375ZYYUV8uqrry7R81wUc+bMyTXXXJMkOf744/OjH/0onTp1SpKst956ueWWWxa7EqrwvE444YSsu+66xePrrbdefvWrX6Vdu3apra3Nhx9+uNjzPf7444uh0eqrr94kyF2YgQMHZs8990x5eXnatWuX7373u7n88suTJC+88EKbhSiNjY259NJL09jYmG233TbXXntt8fNUUVGRPfbYIzfffHMqKiqK78cva2hoyK677ppLL720+Hp17959gc/Ql4P6hbn88sszZ86crL322rntttuy0UYbJZlXabb99tvnrrvuSrdu3TJp0qT89re/be0tSDJvOcv6+vpsttlmue6664r3oLKyMkcddVSOPPLIJMk999yTZOnct9ZobGzMjTfemN122y2VlZVJkgEDBuSkk05KMu+7Y9KkSYt0rWXhuwAAgOWfoA8AAJYjhSXlXnnlleKSd8n/7c83YMCA4rHevXvn3/7t35IsGBYU9rT7cjXf22+/nVdeeSVlZWXZf//9mx1/9dVXL47x5JNPFo8feuihueGGG3Leeec1u8xgly5dikt9FpYUXBzdunVrdn+0+SuOPvnkk+LjRx99NEmy0047NVlitOCggw5Ku3btMnXq1CbBaTJv37bCEo7z69y5c5JkzJgxeeedd5qcv/vuuzNy5MhiwPHPMGLEiEyfPj3t27fPUUcd1eR8ly5dcsQRRyzWNQvP64knnmiyN9w666yTl156Kf/7v/+7REspNrdE7KLYfPPNi5Wp89thhx2KS0/OHzh/nd54442MHz8+SXLSSSelXbum//zecMMNs9tuuyX5v/fklxWq9+ZXUVGRjTfeOEmKS6l+lenTp2f48OFJ5gWrhWB7fquuumoOOeSQhc5ncUyfPr24j98xxxzT7H6fhx12WH784x/nuOOOS11d3VK7b0tqww03LL535rfZZpsVH3/22WeLdK1l4bsAAIDlnz36AABgOdKvX79UVVVl5syZGTt2bPr165fPPvssr7/+esrLy4sVfwXbbbddJk6cmBEjRuSAAw5I0nLQ99JLLxUff+c732lxDoWg7u233y4eW3311bP66qsv0O7TTz/NxIkT88Ybb6SmpqZYJTP/kp+Lqk+fPs0GAvMHcfMHiGPGjEkyb7+y5oKigsJyn+PHj29yPwoh6ZftvffeufXWWzN58uT8+7//e7bYYovssMMOxfCpUCX0z1RY/nTNNddM9+7dm21TqEBcVPvuu29uuummPPbYY8V9HQcMGJABAwZkxRVXbNXzWnPNNZeo3zbbbNPiuc022yyvv/56XnnllSWcVev8/e9/T7LgkrrN2XbbbfPYY4/l1VdfTWNjY5MgfK211mq2X9euXZNkgUB/YV555ZXi/phf/h6YX//+/XP99ddn8uTJ+fjjj7Pqqqsu0vWbM27cuOL8Wlrms3fv3vmv//qv4s9L674tqS9XMRcU7ney6Pd8WfguAABg+SfoAwCA5Uj79u2z5ZZb5tlnn83o0aPTr1+/DBs2LI2Njdl4442zwgorLNB+++23z+9///uMHDkyybwKnHHjxqWsrKxYHVhQqBxqbGxcpCqiadOmLfDz7Nmz88ADD+SRRx7JG2+8kZkzZy5wvhDUfXkvvUXRpUuXZo/P/8v/+a9bqMiZNWtWZs2a9ZXX//JzWdiY1dXVueKKK3LWWWfl888/z4gRIzJixIj85je/ySqrrJLddtstRxxxRHr37v2V4y6pwvP7xje+0WKblioZW3LyySdn2rRpGTx4cKZOnZqHH344Dz/8cNq1a5dNNtkke++9dw488MDFDi8qKirSoUOHxepTUFi+sjmFkLew19zXrTDuN77xjWYr2QoKr0NdXV3+8Y9/pFu3bgucr6qqarZf4fOyqMH41KlTi/1WXnnlr5xPMu85tCboK3xPtGvXLiuuuOIi9Vla921JFarwvmz+75JFvefLwncBAADLP0EfAAAsZ7bddts8++yzxaq1wrKdzVWu9e/fP+Xl5fnoo4/y3nvv5Z133klDQ0PWX3/9JiFR4ZfbvXr1ylNPPbVYc3r//fdzxBFH5IMPPkiSrLDCCtliiy2yzjrrZKONNkr//v1z3HHHNbu83T9DobLppJNOyoknnrhE11hYBdF3v/vd7LDDDnnqqafy1FNPZfjw4ZkyZUo++eST3HHHHbnnnnty7bXXZocddliisVszt4LCfmGLqqKiIhdccEGOO+64DBkyJM8880zGjBmT2tra1NTUpKamJvfdd1/uuuuuBaqflsZcl6RvIdhd3OCx8N74uswfGjX3fJZWpdqiBujzt2vt2PPfy6X1PAq+6r4typy+Dm39XQAAwPJP0AcAAMuZwrJ8hSULX3jhhSTNB31du3ZNv379UlNTkzFjxuStt95K0vyeaT169Egyr0qnrq5usYKic845Jx988EF69uyZX/3qV+nfv3+TX87PmDFjka/XWj169MiECRPy0Ucf/dPG6NSpU/baa6/stddeaWxszLhx4/KXv/wlt912W6ZPn55zzz13gX0Ml6ZCNVthOdTmLGmlW+/evXPsscfm2GOPzcyZMzNy5Mg88MADGTp0aF5//fXcfvvtSxyeLq6F7ZVWeO7zL99aeM8tLPRaWu/Dwufls88+S319fYvVaYV5VlZWtlglujQUKuoaGhoyadKkFis659/LclGr8FpSWDa2oaEhU6ZMafF6b731VlZbbbV07ty5Vfft63x9F0dbfhcAALD8a7qJBQAAUNI22GCDdO/ePe+9915eeeWVfPLJJ+ncuXM22WSTZtsXAsA33ngjo0ePTtJ80LfxxhsnSebMmVNc6rM5//mf/5l99tkn1157bZJ5e+MVqgpPO+20bLvttk1CvqlTpxZDmyVZunNxFZ7LCy+80OIyfOPHj8+OO+6Ygw8+uLjn3aJ46KGHcumll+bFF18sHisrK8v666+fE088MWeddVaSeVWO/6xlJQt7m02cOLHFsK+mpmaRr/fJJ5/ktttuyznnnJO5c+cWj1dVVWWnnXbKwIEDi0u9FvZY+zosbP+9v/71r0mSvn37Fo8Vqvtqa2szZ86cJn1qa2vz7rvvLpW5FcadPXv2Qu91IYhfd911m91ncmnZaKONip+7+d+bLc2nR48eC10adVFssMEGxceFCuMv++ijj7LXXntl8803z8svv9yq+/Z1vr6LYln4LgAAYPkn6AMAgOVMWVlZttlmmyTJHXfckSTZeuutU1FR0Wz7Qqg3duzYvPLKK6moqMiWW27ZpN0GG2yQPn36JEmuvPLK1NbWNmlTWJpu3LhxWXPNNZPM2wevEN61FKpdc801xXN1dXULnFvcvcgWxV577ZUk+eCDD3L33Xc32+aqq67KJ598krfffjvrrbfeIl978ODBueWWW3LbbbcttF15efkiVXAVnv/iLDm49dZbZ6WVVkpDQ0Ouu+66Jufnzp2b22+/fZGvN3fu3Fx88cW555578r//+78LbTv/PpDzV2P9M5ZMfPbZZ/Paa681Of7YY49lwoQJSZK99967eHz+KrZCqD2/Rx55pMU9Gxf3fVhdXZ211147STJo0KBm+7322mv505/+lCTZbbfdFum6S2qFFVbIgAEDkiQ33HBDZs+e3aTNxx9/nHvvvTfJvCUnW7vc5oorrpitt946SXLrrbc2G+Lfc889SZKVV145G264YavuW2te39Zo6TO6tL8LAACgOYI+AABYDhWCvscffzxJ88t2FmyyySbp0qVLXnzxxcycOTObb755OnXq1KRdWVlZTjvttCTzqnOOPfbY4lKfc+fOzcMPP5xTTz01ybzqoV133TXJvKUTe/XqlSQZOHDgAtVxb775Zk455ZTceeedxWNf/kV8t27dksxbqu/jjz9ejLvQss0226wYEFx00UW57rrrikv6ffrpp/nFL36RoUOHJkmOP/74dOzYcZGvfcghhyRJnn766Vx44YXFSsX6+vo899xz+fWvf51kXkCxKPvHFYKzV155ZZFDpvbt2+f0009Pktx999255JJL8o9//CNJ8u677+b444/Pm2++ucjPqXfv3sWQ6Oyzz87QoUOLlX3Tp0/PVVddVaywmj9Ymz/0+2dU+tXX1+e4444rVozW1dXlgQceyC9+8Yskyf77759111232L5fv37F99M555yTsWPHJplXPXbXXXfl3HPPbTEQL/Srq6vLq6+++pVzKysry6mnnpqysrK8+OKL+X//7/8Vw8e6uroMGTIkxxxzTGpra7PuuuvmyCOPXLKbsBh+8pOfpLKyMuPHj89RRx1VDEkbGxszfPjwHH744Zk2bVpWXnnl/Pd///dSG7O8vDx//etfc/LJJ+fDDz9MksycOTM333xzbrzxxiTzPmft27dv1X1rzevbGi19Rpf2dwEAADTHHn0AALAcKuzTV6i6W1jQ1759+2yzzTbFPaKaW7az4Nvf/nbOPvvsXHjhhXnhhRey1157pUuXLpk1a1axmqVXr1657rrrFviF+plnnpmTTjop77//fg488MB07NgxjY2NxeX1evXqlTXWWCMvvPBCMQgo2HTTTVNWVpZZs2Zl5513TlVVVW699db069dvCe7M/7nooovyxRdf5Pnnn8+VV16ZgQMHpnPnzpk+fXqxzfe///0cffTRi3XdvfbaK88991z+8Ic/5I477sgdd9yRLl26ZPbs2cVqxXXWWae4bN9X2XzzzfPqq6/mL3/5SzbffPOsueaaeeihh76y3957750JEybk6quvzq233lqcx7Rp05Ikhx9++AIB61c577zzcthhh+XDDz/Mf/3Xf6Vdu3ZN7tcxxxyTHXfcsfhz586dU11dnXHjxuXiiy/OoEGDsu+++y7yc/8q+++/f5544okcffTR6dSpUxoaGorvqQEDBjQZp7KyMmeeeWZOP/30TJw4Mfvuu286d+6cWbNmpaGhIX379s1WW22VW265pclYG220UTp06JA5c+bke9/7Xrp27Zrzzz8/e+yxR4vz23nnnXPWWWflwgsvzNNPP52nn346K6ywQmbPnl0MSjfYYIMMGjRoscLkJbXRRhvl8ssvz6mnnpqamprst99+6dy5cxoaGooBe69evTJo0KB84xvfWCpjbr755rnwwgtz1llnZciQIRkyZEhWWGGFTJ8+vVjhd/DBB+fQQw8t9lnS+9aa17e1z7G5z+jS/i4AAIDmqOgDAIDl0Nprr11cxm611VbLWmuttdD28weBCwv6kuTQQw/NI488koMOOihrrLFGamtrU1FRkerq6px44ol5+OGHF1hCL0l22WWX3HnnnfnWt76V7t27p7a2Nh06dMgmm2ySU045JQ8//HB+8IMfJJm391ahui6Zt5/eRRddlD59+qS8vDyVlZX55JNPFut+NKdLly658cYbc9lll2XAgAHp3r17Zs2ale7du2fAgAEZNGhQzjvvvCW69iWXXJIrrrgiAwYMyIorrpjZs2enqqoqm222WU4//fT84Q9/yIorrrhI1/rJT36SAw44ID169Eh9fX1mzJjRZHnTlpx00km5/fbbi/d97ty56du3by6//PIcd9xxi/WcevXqlYceeignnHBCNthgg3Ts2DGzZ89Oz549s9tuu+W2224rVnzO76qrrsqAAQNSVVWVhoaGfP7554s17sJsuOGGGTx4cHbddddUVlamXbt22WijjXLuuefmxhtvbLYydd99981dd92VnXfeOd27d09dXV3WXnvt/PSnP83dd9+dqqqqZsfq2bNnBg4cmA022CAdOnRIu3btMnny5K+c46GHHpqHH344+++/f3r16pVZs2alc+fO2WKLLfLLX/4y9957b3r37t3qe7Godt111/zxj3/M4YcfnjXXXDN1dXWprKxM3759c9ppp+Xhhx/ORhtttFTH3G+//Yr34Jvf/GZmzZqVrl27Zrvttss111yTX/7yl02WCV3S+7akr29rLOwzujS/CwAAoDlljV/HTvcAAAAAAADAUqWiDwAAAAAAAEqQoA8AAAAAAABKkKAPAAAAAAAASpCgDwAAAAAAAEpQ+7aeAF/tb3/7W5KkvLy8jWcCAAAAAADA16m+vj5JssUWWzQ5p6IPAAAAAAAASpCKvhJQqOTbdNNN23gmAAAAAAAAfJ3GjBnT4jkVfQAAAAAAAFCCBH0AAAAAAABQggR9AAAAAAAAUIIEfQAAAAAAAFCCBH0AAAAAAABQggR9AAAAAAAAUIIEfQAAAAAAAFCCBH0AAAAAAABQggR9AAAAAAAAUIIEfQAAAAAAAFCCBH0AAAAAAABQggR9AAAAAAAAUIIEfQAAAAAAAFCCBH0AAAAAAABQggR9AAAAAAAAUIIEfQAAAAAAAFCCBH0AAAAAAABQggR9AAAAAAAAUIIEfQAAAAAAAFCC2rf1BFpy8MEHp0mMpUQAACAASURBVKamZqFtTjzxxJx00kkLHHvnnXdy3XXX5YUXXsjUqVPTo0eP9O/fPz/60Y+y7rrrtnithoaG3HvvvXnggQfy1ltvpaysLH369Ml+++2XH/zgBykvL2+x75KOCQAAAAAAAEtqmQz6Ghsb88YbbyRJevTo0WLIVlVVtcDPL7/8co488sjMnDkzZWVl6dKlSyZNmpRHHnkkQ4cOzeWXX55ddtml2fF++tOf5oknnkiSdOzYMY2NjXn11Vfz6quv5s9//nNuuummVFZWNum7pGMCAAAAAABAayyTS3dOnDgxX3zxRdq1a5enn346w4YNa/bPMcccU+wzbdq0HHfccZk5c2Z23nnnPPPMMxk1alSeffbZfPvb386cOXNy6qmn5oMPPmgy3nXXXZcnnngiVVVVueKKKzJ69OjU1NTk8ssvT+fOnTNixIhceumlTfq1ZkwAAAAAAABojWUy6Bs7dmySpE+fPunUqdMi9bnzzjszZcqU9O7dOwMHDswqq6ySJFlllVUycODAbLTRRpk5c2auv/76BfrNmDEjt9xyS5LkzDPPzJ577pny8vK0a9cue+21Vy655JIkyT333NMksFvSMQHa2siRI3PIIYfkkEMOyciRI9t6OgAAAAAALIFlMuh7/fXXkyQbbLDBIrVvbGzMPffckyQ57LDDmiyxWVFRkR/+8IdJkscffzxz584tnnvssccyffr0dO/ePfvtt1+Ta3/3u9/NWmutlbq6uvzxj39cKmMCtKXGxsZcddVVmTRpUiZNmpSBAwemsbGxracFAAAAAMBiWiaDvkJF3/rrr79I7d9+++18+umnSZL+/fs322bbbbdNMq+Cr6ampnh8xIgRSZKtttoq7ds3v2XhdtttlyR57rnnlsqYAG2prq4uH330UfHnDz/8MHV1dW04IwAAAAAAlsQyHfR985vfzDXXXJODDz443/rWt7LPPvvk/PPPz3vvvbdA+/HjxydJysrK0qdPn2av2aNHj3Tv3j1J8tZbbxWPFx6vtdZaLc5nzTXXTJK8+eabS2VMAAAAAAAAaK3mS9ja0JQpUzJp0qQkyRlnnJE5c+YUz3300UcZN25c7rvvvlxyySXZa6+9kqTYvkePHunQoUOL1+7Zs2c+//zzYvv5+xb212upX5JMnTo1tbW1qaioaNWYAAAAAAAA0FrLXNBXqOZLkpVXXjmnnnpqtt1221RWVqampia/+c1v8uqrr+a0007Lqquumi222CIzZsxIknTq1Gmh1+7YsWOS5IsvvigeKzxeWN9Cv0L77t27t2rMJVFfX59x48a16hoASZpdpvONN95ocfliAAAAAADaTn19fcrLy5s9t8wt3VleXp6ddtopW265Ze6///7svvvu6datWzp16pTtttsuv/vd77Leeuulrq4ul156aZL/+6V1RUXFQq9dWVm5QPtF7Vvol8y7ma0dEwAAAAAAAFprmSvf6N+/f/r379/i+U6dOuWkk07KSSedlJdeeikffvhhsWqutrZ2odeeO3dukgXDuY4dO2bWrFkL7VvoN3/f1oy5JMrLy1NdXd2qawAkzX9vrbfeeq3+ngIAAAAAYOkbM2ZMi+eWuYq+RbHlllsWH7/11lvp3LlzkmT27NkL7Vc436VLl+KxRelbOFdWVpaqqqpF7tfSmAAAAAAAANBaJRn0de3atfh4zpw5WW211ZIkU6dOXWiF3SeffJIk6dmzZ/HYqquumiSZNGnSV/b7xje+UdzDqjVjAgAAAAAAQGstc0Hf448/nhtuuCF/+tOfWmzz2WefFR+vtNJKWXvttZMkDQ0Neffdd5vtM3Xq1EybNi1Jss466xSPFx5PmDChxfEmTpyYJMVx5n+8JGMCAAAAAABAay1zQd/gwYNz+eWX57rrrmuxzfPPP59k3j55G264YXr37p1evXolSV588cVm+7zwwgvFPv369Sse33rrrZMko0aNSn19fbN9hw8fvkDbJK0aEwAAAAAAAFprmQv6dt555yTJa6+9Vgz05jd9+vRiCLjPPvukQ4cOSZI99tgjSXLHHXc02TevtrY2N910U5Jkv/32K/ZJkl122SUdOnTIp59+mgcffLDJeH/605/y9ttvp6KiIgcccMAC55Z0TAAAAAAAAGitZS7oO/DAA9O7d+8kyc9+9rM8/vjjmTt3bpLkpZdeyhFHHJH3338/K620Uk4++eRiv2OOOSbdunXLhAkTcvzxx+e9995LMm+PvJNPPjmvvvpqqqqq8sMf/nCB8bp165ZjjjkmSXL++edn8ODBqaurS0NDQ5544omcccYZSZKDDjqouJ9fa8cEAAAAAACA1iprbGxsbOtJfNn48eNzzDHH5KOPPkqStG/fPpWVlZk5c2aSZOWVV85NN92U9ddff4F+w4YNywknnJA5c+YkSVZYYYVMnz49jY2NqaioyLXXXpsdd9yxyXhz587NiSeemGeeeSZJ0qFDh7Rr1y6zZs1KkvTv3z833nhjKisrm/Rd0jEXx5gxY5Ikm266aauuA5DMqzjefffdFzg2ZMiQVFRUtNGMAAAAAABoycJyomUy6EuSadOm5Y477sif//znTJw4Me3atcvqq6+e73znOzn66KOzwgorNNtvwoQJuf766zN8+PBMmTIlXbt2zVZbbZXjjz8+G264YYvjNTQ05N57782DDz6Yt956K3V1denTp0/22WefHHHEEc2GfK0dc1EJ+oClSdAHAAAAAFA6SjLo4/8I+oClSdAHAAAAAFA6FpYTLXN79AEAAAAAAABfrX1bTwCSZPqsuRn34ZS2ngb8S6irq2ty7G9vf5L27f2VAF+H6m+umK6dWl4SHAAAAAAWld/qskwY9+GUHHf9n9p6GvCvoaE+3b906Me//XPSrrxNpgP/am44/rvZcu1V23oaAAAAACwHLN0JAAAAAAAAJUjQBwAAAAAAACVI0AcAAAAAAAAlSNAHAAAAAAAAJUjQBwAAAAAAACVI0AcAAAAAAAAlSNAHAAAAAAAAJUjQBwAAAAAAACVI0AcAAAAAAAAlSNAHAAAAAAAAJUjQBwAAAAAAACVI0AcAAAAAAAAlSNAHAAAAAAAAJUjQBwAAAAAAACVI0AcAAAAAAAAlSNAHAAAAAAAAJUjQB/Cvpqxd6iu7FH+s79A1KfPXAQAAAABAqfGbXYB/NWVlmbVG/zRUdk5DZefM6r1NUlbW1rMCAAAAAGAxtW/rCQDw9atboVf+sfEBbT0NAAAAAABaQUUfAAAAAAAAlCBBHwAAAAAAAJQgQR8AAAAAAACUIEEfAAAAAAAAlCBBHwAAAAAAAJQgQR8AAAAAAACUIEEfAAAAAAAAlCBBHwAAAAAAAJQgQR8AAAAAAACUIEEfAAAAAAAAlCBBHwAAAAAAAJQgQR8AAAAAAACUIEEfAAAAAAAAlCBBHwAAAAAAAJQgQR8AAAAAAACUIEEfAAAAAAAAlCBBHwAAAAAAAJQgQR8AAAAAAACUIEEfAAAAAAAAlCBBHwAAAAAAAJQgQR8AAAAAAACUIEEfAAAAAAAAlCBBHwAAAAAAAJQgQR8AAAAAAACUIEEfAAAAAAAAlCBBHwAAAAAAAJQgQR8AAAAAAACUIEEfAAAAAAAAlCBBHwAAAAAAAJQgQR8AAAAAAACUIEEfAAAAAAAAlCBBHwAAAAAAAJQgQR8AAAAAAACUIEEfAAAAAAAAlCBBHwAAAAAAAJQgQR8AAAAAAACUIEEfAAAAAAAAlCBBHwAAAAAAAJQgQR8AAAAAAACUIEEfAAAAAAAAlCBBHwAAAAAAAJQgQR8AAAAAAACUIEEfAAAAy6yRI0fmkEMOySGHHJKRI0e29XQAAACWKYI+AAAAlkmNjY256qqrMmnSpEyaNCkDBw5MY2NjW08LAABgmSHoAwAAYJlUV1eXjz76qPjzhx9+mLq6ujacEQAAwLJF0AcAAAAAAAAlSNAHAAAAAAAAJUjQBwAAAAAAACVI0AcAAAAAAAAlSNAHAAAAAAAAJUjQBwAAAAAAACVI0AcAAAAAAAAlSNAHAAAAAAAAJUjQBwAAAAAAACVI0AcAAAAAAAAlSNAHAAAAAAAAJUjQBwAAAAAAACVI0AcAAAAAAAAlSNAHAAAAAAAAJUjQBwAAAAAAACVI0AcAAAAAAAAlqH1bT2Bx/epXv8rNN9+cAQMG5Oabb262zaRJk3Lttdfm2WefzaRJk9KtW7dsuummOfroo7PFFlss9PqPP/54fve732Xs2LFpaGjI6quvnj333DNHH310Onbs2GK/1owJAAAAAAAAi6ukKvpGjhyZW2+9daFt3nvvvey33375/e9/nw8++CAdO3bMlClT8pe//CWHHXZY7r777hb7XnrppfnJT36SUaNGZe7cuSkrK8ubb76Zq666KgceeGA+//zzpT4mAAAAAAAALImSCfpmzJiRn//852loaGixTV1dXX70ox9l8uTJ2WSTTTJkyJCMGjUqw4cPz/e///00NDTkggsuyEsvvdSk7yOPPJJbbrkl5eXlOeusszJ69OjU1NTk5ptvzsorr5w33ngjp59++lIdEwAAAAAAAJZUyQR9559/frFariWPPvpo3n777XTt2jU33HBD+vTpkyTp0aNHzjvvvHz7299OfX19rrrqqgX61dfX5+qrr06SHHvssTnssMNSWVmZJBkwYECuu+66lJWV5emnn87o0aOXypgAAAAAAADQGiUR9A0dOjQPPfRQ+vbtm1133bXFdvfcc0+SZN99902PHj2anD/++OOTJMOHD8+kSZOKx4cPH56JEyemXbt2OfLII5v069u3bwYMGJAkeeihh5bKmAAAAAAAANAa7dt6Al9l0qRJOfvss9OxY8dceumlufHGG5ttN3PmzLz88stJkm233bbZNn379k3Xrl0zffr0PP/88/ne976XJBkxYkSSZP3118+KK67YbN/tttsuzz33XJ5//vmlMiYAAKWpYfY/MvfjcW09DfiXUFtX1+TY7ImjUt9+mf+nLCwXKletTruOK7T1NAAAWIhl/l9HZ5xxRj7//POceeaZWXvttVts98477xT371trrbWabdOuXbusscYaefXVV/Pmm28Wj7/11lsL7Zcka665ZpLkgw8+yMyZM1NVVdWqMQEAKE1zPx6XSXcc3dbTgH8JdQ1J0nOBY5/e9aO0L4m1aaD09TzilnRcc6u2ngYAAAuxTP/z6K677srzzz+frbfeOkccccRC286/LOaqq67aYruePef9I/HTTz9t0neVVVb5yn7z923NmAAAAAAAANAay2xF3/jx4/PrX/86nTt3ziWXXJKysrKFtp8xY0bxcceOHVtsVzg3f/svvvgiSdKpU6cW+81/rtC3NWMurvr6+owbt3wuEdW7d++2ngIAfK1mzpyZ9957r62nwRLo3bv3sv1/ygHAUua/WwAA2l59fX3Ky8ubPbdM/p6itrY2p512WmbPnp0zzzwzvXr1+so+9fX1SZKKioqFhoKVlZULtE+Suv9/34eKioqv7Dd/39aMCQAAAAAAAK2xTFb0XX311XnllVey884754ADDlikPh06dEgyLyRsbGxsMXibO3dukgVDvULFXW1tbYvXL/Sbv29rxlxc5eXlqa6uXuL+y75/tPUEAOBrU1VVtZz/vb58m93WEwCAr5H/bgEAaHtjxoxp8dwyV9FXU1OTG2+8MT169MgFF1ywyP06d+5cfDxnzpwW282ePe9XM126dGnSt3CuObNmzSo+LvRtzZgAAAAAAADQGstcRd99992X+vr6zJw5M//xH//R5Pz06dOTJCNGjMj222+fJBk0aFBWW221YptJkyZljTXWaPb6n3zySZKkZ8+exWOrrrpqXnrppUyaNKnFeRX6lZWVZaWVVkqSVo0JAAAAAAAArbHMVfQ1NjYmmVchN3ny5CZ/CpVztbW1xWO1tbVZc8010779vNzynXfeafbaDQ0Neffdd5Mk66yzTvF44fGECRNanNfEiROTJL169UqnTp2SpFVjAgAAAAAAQGssc0HfJZdcknHjxrX4Z7/99kuSDBgwoHhsm222SUVFRTbbbLMkyYsvvtjstf/+979nxowZSZItt9yyeHzrrbdOkrz22mv5xz+a3ytu+PDhC7RN0qoxAQAAAAAAoDWWuaCvNfbcc88kyQMPPJApU6Y0OX/99dcnSXbcccesvvrqxeNbbbVVVl555dTV1eWWW25p0u+VV17J888/nyQ5+OCDl8qYAAAAAAAA0BrLVdB3wAEH5N/+7d8ybdq0HH300Xn99deTJNOmTcvZZ5+dp556Ku3bt8+Pf/zjBfqVl5fn5JNPTpLccMMN+e1vf1tcIvSFF17ICSeckMbGxnzrW9/KJptsslTGBAAAAAAAgNZo39YTWJoqKyszcODAHHnkkRk7dmz+4z/+I127ds0XX3yRhoaGJMm5556bTTfdtEnf/fffP2PGjMn999+fyy67LAMHDkxFRUVmzpyZJFlvvfXym9/8ZqmOCQAAAAAAAEtquaroS5L1118/jz76aA499ND06tUrs2fPTpcuXbLjjjvm9ttvz4EHHthsv7KyslxwwQW54oorsvXWW6djx46pra3NmmuumeOPPz6///3v07Vr16U6JgAAAAAAACypssbGxsa2ngQLN2bMmCRZrqsCR43/OMdd/6e2ngYA/NPdcPx3s+Xaq7b1NGiF2RNGZtIdR7f1NOBfQl1DcuxzPRc4duMOk9J+uftfVmHZ1POIW9Jxza3aehoAAP/yFpYT+ecRAAAAAAAAlCBBHwAAAAAAAJQgQR8AAAAAAACUIEEfAAAAAAAAlCBBHwAAAAAAAJQgQR8AAAAAAACUIEEfAAAAAAAAlCBBHwAAAAAAAJQgQR8AAAAAAACUIEEfAAAAy6TysmTljvXFn3t2rEt5WRtOCAAAYBkj6AMAAGCZVFaWHL7u9HyjQ32+0aE+h607I2WCPgAAgKL2bT0BAAAAaEnfFefmN/0/a+tpAAAALJNU9AEAAAAAAEAJEvQBAAAAAABACRL0AQAAAAAAQAkS9AEAAAAAAEAJEvQBAAAAAABACRL0AQAAAAAAQAkS9AEAAAAAAEAJEvQBAAAAAABACRL0AQAAAAAAQAkS9AEAAAAAAEAJEvQBAAAAAABACRL0AQAAAAAAQAkS9AEAAAAAAEAJEvQBAAAAAABACRL0AQAAAAAAQAkS9AEAAAAAAEAJEvQBAAAAAABACRL0AQAAAAAAQAkS9AEAAAAAAEAJEvQBAAAAAABACRL0AQAAAAAAQAkS9AEAAAAAAEAJEvQBAAAAAABACRL0AQAAAAAAQAkS9AEAAAAAAEAJEvQBAAAAAABACRL0AQAAAAAAQAkS9AEAAAAAAEAJEvQBAAAAAABACRL0AQAAAAAAQAkS9AEAAAAAAEAJEvQBAAAAAABACRL0AQAAAAAAQAkS9AEAAAAAAEAJEvQBAAAAAABACRL0AQAAAAAAQAkS9AEAAAAAAEAJEvQBAAAAAABACRL0AQAAAAAAQAkS9AEAAAAAAEAJEvQBAAAAAABACRL0AQAAAAAAQAkS9AEAAAAAAEAJEvQBAAAAAABACRL0AQAAAAAAQAkS9AEAAAAAAEAJEvQBAAAAAABACRL0AQAAAAAAQAkS9AEAAAAAAEAJEvQB/x979x7sdV3nD/z5PXcQAjIurbICXmAtL1tBeBkrx0nT365haVpslKjhrs6aO+6qZbVZM7qz2UKOoClNNpbdXJdKvLQVaqAjAWshKigHWTIPJhJwgHP7/v5wOMlyDnrOFznnc3w8Zpz5nM/n/fq8XuoM5zvfJ+/PBwAAAAAAKCBBHwAAAAAAABSQoA8AAAAAAAAKSNAHAAAAAAAABSToAwAAAAAAgAIS9AEAAAAAAEABCfoAAAAAAACggAR9AAAAAAAAUECCPgAAAAAAACggQR8AAAAAAAAUkKAPAAAAAAAACkjQBwAAAAAAAAUk6AMAAAAAAIACEvQBAAAAAABAAQn6AAAAAAAAoIAEfQAAAAAAAFBAgj4AAAAAAAAoIEEfAAAAAAAAFJCgDwAAAAAAAApI0AcAAAAAAAAFJOgDAAAAAACAAqrp6wG6s23btnzrW9/Kfffdl3Xr1qWhoSGHHnpozjrrrHzkIx9JVVXXGeXatWszd+7cLFmyJJs2bcqIESMyderUXHTRRTn88MO77dfR0ZHvf//7+fGPf5w1a9akVCpl/PjxmTZtWj7+8Y+nurq629re9gQAAAAAAIDe6pdB3wsvvJBPfvKTaWxsTJLU1dWlubk5y5Yty7Jly/Jf//VfueWWWzJ48ODd6h5//PHMmDEjzc3NKZVKGTJkSJqamrJgwYLcd999ueGGG3LKKafs0a9cLufyyy/PwoULkyQNDQ0pl8tZuXJlVq5cmQceeCC33npr6urq9qjtbU8AAAAAAACoRL97dGe5XM5ll12WxsbGjBw5MvPmzcvy5cuzfPnyzJ49O8OGDctjjz2Wa6+9dre6zZs35zOf+Uyam5vzgQ98IIsWLcrSpUvz4IMP5uSTT87OnTtzxRVXZMOGDXv0nDt3bhYuXJjBgwfn61//epYtW5bly5fnhhtuyAEHHJBHH300119//R51lfQEAAAAAACASvS7oO+RRx7JsmXLkiQ33HBDPvCBD6Smpia1tbU57bTT8rnPfS5JsmDBgmzcuLGz7jvf+U5eeumljB07NnPmzMno0aOTJKNHj86cOXPyjne8I83NzZk3b95u/bZu3Zr58+cnSa6++uqcfvrpqa6uTlVVVc4444xcd911SZI777xzj8Cutz0BAAAAAACgUv0u6FuyZEmS5PDDD8+UKVP2uP7+978/SdLW1pZVq1YleWUX4J133pkkmT59+h6P2Kytrc0FF1yQJLnnnnvS0tLSee2nP/1ptmzZkuHDh2fatGl79PvgBz+YCRMmpK2tLT/72c86z1fSEwAAAAAAACrV74K+yy+/PA8++GBmz57d5fX29vbO49ra2iTJs88+27m7b+rUqV3WHXfccUle2cG3fPnyzvOPPvpokmTy5Mmpqen6lYXHH398kuShhx7qPFdJTwAAAAAAAKhUvwv6klcefXnooYd2ee0HP/hBkmTo0KE56qijkiTPPPNMkqRUKmX8+PFd1o0YMSLDhw9PkqxZs6bz/K7jCRMmdDvPuHHjkiSrV6/uPFdJTwAAAAAAAKhU11vY+pnt27dnzZo1+e53v5v//M//TJL88z//c4YMGZIkaWpqSvJKsFZfX9/tfUaNGpWXX365c/2ra3e9X6+7uiTZtGlTWltbU1tbW1FPAAAAAAAAqFS/D/oef/zxnH322Z0/19bW5vrrr88ZZ5zReW7r1q1JkkGDBu31Xg0NDUmSbdu2dZ7bdby32l11u9YPHz68op690d7enqeeeqqie/RXY8eO7esRAGC/am5uzvr16/t6DHph7Nix/fORGADwBvG5BQCg77W3t6e6urrLa/3+e4rf//73qaury+DBg5Mkra2t+epXv5of/vCHnWva2tqS/Pmdfd2pq6vbbf3rrd1Vl/z5HYGV9AQAAAAAAIBK9fsdfSeddFJWrFiRqqqqrFu3Ll/72tdy//335/Of/3xqa2vz4Q9/uHPXXGtr617v1dLSkmT3cK6hoSHbt2/fa+2uulfXVtKzN6qrqzNx4sSK7tG//amvBwCA/Wbw4MED/Pf6wLajrwcAgP3I5xYAgL63YsWKbq/1+x19gwcPTnV1dUqlUsaNG5dvfOMbOeWUU5Ik//Ef/5FyuZwDDjggSbJjx96/dtl1fde7/ZK8rtpd10qlUufOwkp6AgAAAAAAQKX6fdDXlRkzZiRJnn/++TQ1NeXtb397kmTTpk173WH3wgsvJElGjRrVeW7MmDFJkqamptesO/DAA1NT88omyEp6AgAAAAAAQKX6XdDX2NiYRYsWZfXq1d2uGTlyZOfxpk2bcuihhyZJOjo68txzz3VZs2nTpmzevDlJcthhh3We33Xc2NjYbb9169YlSWefVx/3picAAAAAAABUqt8FfVdeeWUuuuiizJs3r9s1zzzzTJKkqqoqY8aMydixY3PQQQclSR555JEua5YsWZLklXfrHX300Z3np0yZkiRZunRp2tvbu6xdvHjxbmuTVNQTAAAAAAAAKtXvgr6TTjopSXL//fd3uVOupaWlMwScMmVKhg8fniT50Ic+lCS5/fbb93hvXmtra2699dYkybRp01JfX9957ZRTTkl9fX02btyYu+66a49+999/f5599tnU1tbmox/96G7XetsTAAAAAAAAKtXvgr7p06dn1KhRaWlpycyZM/Pwww+nra0tSbJq1arMnDkzv/3tb1NfX59/+Zd/6aybOXNmhg0blsbGxsyaNSvr169P8so78i677LKsXLkygwcPzgUXXLBbv2HDhmXmzJlJkmuvvTY/+tGP0tbWlo6OjixcuDBXXXVVkuScc87pfJ9fpT0BAAAAAACgUqVyuVzu6yH+ryeffDIXXnhhmpqakiS1tbWpq6vLtm3bkiRDhw7N1772tbzvfe/bre7Xv/51Lr744uzcuTNJ8pa3vCVbtmxJuVxObW1tbrrpps4dg6/W0tKSSy65JIsWLUqS1NfXp6qqKtu3b0+STJ06Nd/85jdTV1e3R21ve/bEihUrkiTHHntsRffpz5Y+84d8Zt79fT0GALzhbp71wbzn0DGvvZB+a0fjY2m6/fy+HgMA3nCjPjk/DeMm9/UYAABvenvLifrdjr4kmTRpUhYsWJBZs2bl8MMPT1VVVdrb23PYYYdl5syZ+dnPfrZHyJckJ5xwQhYsWJBp06Zl9OjR2b59e0aMGJFTTz01P/jBD7oN3Orq6jJv3rx86UtfytFHH53q6uq0t7dn4sSJueKKK7oN+SrpCQAAAAAAAJXolzv62J0dfQAwcNjRV3x29AHwZmFHPjE2XQAAIABJREFUHwBA/1C4HX0AAAAAAADA3gn6AAAAAAAAoIAEfQAAAAAAAFBAgj4AAAAAAAAoIEEfAAAAAAAAFJCgDwAAAAAAAApI0AcAAAAAAAAFJOgDAAAAAACAAhL0AQAAAAAAQAEJ+gAAAAAAAKCAehz0PfbYY1mxYsXrXn/ffffljjvu6GkbAAAAAAAAYC9qelrwd3/3dxk5cmQeeuih17X+85//fKqrq/OJT3yix8MBAAAAAAAAXevVozvL5fLrWrdq1aps2bIlO3bs6E0bAAAAAAAAoBt73dF300035eabb97tXKlUyh//+Mccc8wxe71xe3t72tvbUyqVMmHChMonBQAAAAAAADrtdUffzJkzc+CBB2bnzp2d/5TL5ZTL5d3OdfVPW1tbyuVy6urq8o//+I/7698HAAAAAAAA3hT2uqOvvr4+N910U1atWtV57qqrrsrQoUNz9dVX7/XGVVVVGTZsWN7xjndk5MiR+2ZaAAAAAAAAIMlrBH1JMmnSpEyaNKnz56uuuir19fWZNm3aGzoYAAAAAAAA0L3XDPr+ryeffPKNmAMAAAAAAADogb2+ow8AAAAAAADon3q8o2+Xn//853nooYfyxz/+Ma2treno6Oh2balUyi233NLbVgAAAAAAAMD/0eOgr6WlJRdffHEWL16cJCmXy69ZUyqVej4ZAAAAAAAA0K0eB3133HFHfv3rXydJRo0alXe+850ZOnRoqqo8BRQAAAAAAAD2lx4HfQsWLEipVMq0adPy5S9/OTU1vX76JwAAAAAAANBLPd6Gt3bt2pRKpVx55ZVCPgAAAAAAAOgjPU7q6urqUlNTk7e85S1vxDwAAAAAAADA69DjHX0TJ07Mtm3b8oc//OGNmAcAAAAAAAB4HXoc9H3iE59IuVzO7Nmz34h5AAAAAAAAgNehx4/uPO200/KpT30q3/72t7Nt27acddZZmTBhQgYPHpxSqdRt3YEHHljRoAAAAAAAAMCf9TjoO/XUU5MkpVIpDzzwQB544IHXrCmVSnniiSd6Ph0AAAAAAADQpR4HfevWrXsj5gAAAAAAAAB6oMdB3+233/5GzAEAAAAAAAD0QI+DvilTprwRcwAAAAAAAAA9UFVJ8W9/+9v87//+7x7nr7322ixatKiSWwMAAAAAAAB70aug7/nnn89ZZ52Vc845Jw899NBu11588cXccccdmTVrVs4999y88MIL+2RQAAAAAAAA4M96HPT98Y9/zDnnnJMnnngi5XI5zc3Nu11vb2/Pe9/73lRXV2fFihX51Kc+tccaAAAAAAAAoDI9DvpuueWWbNy4MYccckjuvvvuzJw5c7fro0ePzre//e3cfffdOeSQQ9LY2Jhvfetb+2xgAAAAAAAAoBdB369+9auUSqX827/9WyZNmtTtusMOOyxf+cpXUi6Xc++991Y0JAAAAAAAALC7Hgd9zz//fAYNGpRjjjnmNde+5z3vSX19fZ577rleDQcAAAAAAAB0rcdB3+DBg9PW1paOjo7X16CqKjU1NT0eDAAAAAAAAOhej4O+cePGpbW1Nb/61a9ec+3ixYuzffv2jB8/vjezAQAAAAAAAN3ocdD3N3/zNymXy/niF7+Yp59+utt1jY2Nueaaa1IqlXLaaadVNCQAAAAAAACwux4/U/MjH/lI7rzzzqxevTpnnXVW3ve+9+Vd73pX3va2tyVJXnrppSxfvjy/+tWv0tLSkvHjx2f69On7fHAAAAAAAAB4M+tx0NfQ0JC5c+fmsssuy+9+97v893//d37xi1/stqZcLidJJk2alBtvvDENDQ37ZloAAAAAAAAgSS+CviQ5+OCD84Mf/CALFy7MAw88kJUrV+bFF19Me3t7hg8fniOPPDKnnXZazjjjjNTW1u7rmQEAAAAAAOBNr1dBX5JUVVXljDPOyBlnnLEv5wEAAAAAAABeh6q+HgAAAAAAAADoOUEfAAAAAAAAFJCgDwAAAAAAAApI0AcAAAAAAAAFJOgDAAAAAACAAhL0AQAAAAAAQAEJ+gAAAAAAAKCABH0AAAAAAABQQII+AAAAAAAAKCBBHwAAAAAAABSQoA8AAAAAAAAKSNAHAAAAAAAVeuyxx3LeeeflvPPOy2OPPdbX4wBvEoI+AAAAAACoQLlczuzZs9PU1JSmpqbMmTMn5XK5r8cC3gQEfQAAAAAAUIG2trY8//zznT///ve/T1tbWx9OBLxZCPoAAAAAAACggAR9AAAAAAAAUECCPgAAAAAAACggQR8AAAAAAAAUkKAPAAAAAAAACkjQBwAAAAAAAAUk6AMAAAAAAIACEvQBAAAAAABAAQn6AAAAAAAAoIAEfQAAAAAAAFBAgj4AAAAAAAAoIEEfAAAAAAAAFJCgDwAAAAAAAApI0AcAAAAAAAAFJOgDAAAAAACAAhL0AQAAAAAAQAEJ+gAAAAAAAKCABH0AAAAAAABQQII+AAAAAAAAKCBBHwAAAAAAABSQoA8AAAAAAAAKSNAHAAAAAAAABSToAwAAAAAAgAIS9AEAAAAAAEAB1fT1AHuzZcuWfOc738nPf/7zNDY2pqWlJaNGjcp73/vefPrTn84RRxzRZd3atWszd+7cLFmyJJs2bcqIESMyderUXHTRRTn88MO77dfR0ZHvf//7+fGPf5w1a9akVCpl/PjxmTZtWj7+8Y+nurq629re9gQAAAAAAIDe6LdBX2NjY84///xs2LAhSVJfX5+ampps2LAhd911V37yk5/kq1/9as4888zd6h5//PHMmDEjzc3NKZVKGTJkSJqamrJgwYLcd999ueGGG3LKKafs0a9cLufyyy/PwoULkyQNDQ0pl8tZuXJlVq5cmQceeCC33npr6urq9qjtbU8AAAAAAADorX756M62trb8/d//fTZs2JCDDz448+fPz4oVK7J8+fIsWLAgU6ZMSWtraz73uc9l5cqVnXWbN2/OZz7zmTQ3N+cDH/hAFi1alKVLl+bBBx/MySefnJ07d+aKK67oDA9fbe7cuVm4cGEGDx6cr3/961m2bFmWL1+eG264IQcccEAeffTRXH/99XvUVdITAAAAAAAAeqtfBn333ntvnnnmmVRXV+fGG2/MCSeckKqqqpRKpUycODG33nprJkyYkNbW1tx8882ddd/5znfy0ksvZezYsZkzZ05Gjx6dJBk9enTmzJmTd7zjHWlubs68efN267d169bMnz8/SXL11Vfn9NNPT3V1daqqqnLGGWfkuuuuS5LceeedewR2ve0JAAAAAAAAleiXQd+iRYuSJO9973vzV3/1V3tcr6+v73xk52OPPZbklUdv3nnnnUmS6dOn7/GIzdra2lxwwQVJknvuuSctLS2d1376059my5YtGT58eKZNm7ZHvw9+8IOZMGFC2tra8rOf/azzfCU9AQAAAAAAoBL9Mug78sgjc+qpp+akk07qds3IkSOTvLIbL0meffbZbNy4MUkyderULmuOO+64zprly5d3nn/00UeTJJMnT05NTdevLTz++OOTJA899FDnuUp6AgAAAAAAQCX6ZdD36U9/OnPmzMmnP/3pbtcsW7YsSTJmzJgkyTPPPJMkKZVKGT9+fJc1I0aMyPDhw5Mka9as6Ty/63jChAnd9hs3blySZPXq1Z3nKukJAAAAAAAAleiXQd9rWb9+fX76058mSd73vvclSZqampK8EqzV19d3Wztq1Kjd1r/6eNf79fZWt2nTprS2tlbcEwAAAAAAACrR9XMq+7GdO3fm8ssvz44dO1JfX5/zzz8/yZ8f4Tlo0KC91jc0NCRJtm3b1nlu1/HeanfV7Vo/fPjwinr2VHt7e5566qle1/dnY8eO7esRAGC/am5uzvr16/t6DHph7NixxfybcgDQSz63ALw+bW1te5x7+umnu31VFEBPtLe3p7q6ustrhfqeoqWlJZdeemkef/zxJMnnP//5/MVf/EWSP/9BWltbu9d71NXV7bb+9dbuqkte+Q9aaU8AAAAAAACoRGH+OsG2bdtyySWXZPHixUleeY/fOeec03l91665XY/V7E5LS0uS3cO5hoaGbN++fa+1u+peXVtJz56qrq7OxIkTe13f//2prwcAgP1m8ODBA/z3+sC2o68HAID9yOcWgNenq++IjzjiiIq+EwbYZcWKFd1eK8SOvqampkyfPr0z5JsxY0auvPLK3dYccMABSZIdO/b+1cuu60OGDOlR7a5rpVIpgwcPrrgnAAAAAAAAVKLfB31r1qzJxz72sTzxxBNJkksvvTRXX331Huve/va3J0k2bdq01x12L7zwQpJk1KhRnefGjBmT5JVA8bXqDjzwwM7nKlfSEwAAAAAAACrRr4O+FStW5OMf/3h+//vfp7q6Ov/6r/+aSy65pMu1hx56aJKko6Mjzz33XJdrNm3alM2bNydJDjvssM7zu44bGxu7nWXdunW79am0JwAAAAAAAFSi3wZ9Tz75ZC666KJs3rw59fX1mTNnTs4999xu148dOzYHHXRQkuSRRx7pcs2SJUuSvPJuvaOPPrrz/JQpU5IkS5cuTXt7e5e1ux4bumttpT0BAAAAAACgEv0y6Nu2bVsuvfTSbN68OQ0NDbnllltyyimnvGbdhz70oSTJ7bffvsd781pbW3PrrbcmSaZNm5b6+vrOa6ecckrq6+uzcePG3HXXXXvc9/7778+zzz6b2trafPSjH90nPQEAAAAAAKAS/TLomzdvXuejML/4xS9m6tSpr6tu5syZGTZsWBobGzNr1qysX78+ySvvyLvsssuycuXKDB48OBdccMFudcOGDcvMmTOTJNdee21+9KMfpa2tLR0dHVm4cGGuuuqqJMk555zT+T6/SnsCAAAAAABAJUrlcrnc10O8WktLS4477rhs3bo1pVIpBx544GvW/PrXv97t+OKLL87OnTuTJG95y1uyZcuWlMvl1NbW5qabbspJJ53UZd9LLrkkixYtSpLU19enqqoq27dvT5JMnTo13/zmN1NXV9dl/970fL1WrFiRJDn22GN7fY/+bukzf8hn5t3f12MAwBvu5lkfzHsOHfPaC+m3djQ+lqbbz+/rMQDgDTfqk/PTMG5yX48BUAitra057bTTdjt37733pra2to8mAgaSveVENft7mNfy9NNPZ+vWrUmScrmcF198sUf1J5xwQhYsWJB58+Zl8eLFeemllzJixIhMnjw5s2bNypFHHtllXV1dXebNm5fvf//7ueuuu7JmzZq0tbVl4sSJ+du//dt88pOf7DLkq6QnAAAAAAAA9Fa/C/re+c535qmnnqroHuPGjct1113X47qqqqqcd955Oe+88/ZbTwAAAAAAAOiNfvmOPgAAAAAAAGDvBH0AAAAAAABQQII+AAAAAAAAKCBBHwAAAAAAABSQoA8AAAAAAAAKSNAHAAAAAAAABSToAwAAAAAAgAIS9AEAAAAAAEABCfoAAAAAAACggGr6egAAAAAAYN/bsnNLVm9c3ddjwJtCW1vbHueWb1iemhpfwcP+cPjIwzO0fmhfj9En/CkDAAAAAAPQ6o2rc+l/XtrXY8CbQ0fSkIbdTn32vz7rmXqwn3xj2jfyroPf1ddj9Al/zAAAAAAAAEABCfoAAAAAAACggAR9AAAAAAAAUECCPgAAAAAAACggQR8AAAAAAAAUkKAPAAAAAAAACkjQBwAAAAAAAAUk6AMAAAAAAIACEvQBAAAAAABAAQn6AAAAAAAAoIAEfQAAAAAAAFBAgj4AAAAAAAAoIEEfAAAAAAAAFJCgDwAAAAAAAApI0AcAAAAAAAAFJOgDAAAAAACAAhL0AQAAAAAAQAEJ+gAAAAAAAKCABH0AAAAAAABQQII+AAAAAAAAKCBBHwAAAAAAABSQoA8AAAAAAAAKSNAHAAAAAAAABSToAwAAAAAAgAIS9AEAAAAAAEABCfoAAAAAAACggAR9AAAAAAAAUECCPgAAAAAAACggQR8AAAAAAAAUkKAPAAAAAAAACkjQBwAAAAAAAAUk6AMAAAAAAIACEvQBAAAAAABAAQn6AAAAAAAAoIAEfQAAAAAAAFBAgj4AAAAAAAAoIEEfAAAAAAAAFJCgDwAAAAAAAApI0AcAAAAAAAAFJOgDAAAAAACAAhL0AQAAAAAAQAEJ+gAAAAAAAKCABH0AAAAAAABQQII+AAAAAAAAKCBBHwAAAAAAABSQoA8AAAAAACpRSjoGd3T+2HFAR1Lqw3mANw1BHwAAAAAAVKKUtB3TlvKgcsqDymk7uk3QB+wXNX09AAAAAAAAFF3H6I7sPHVnX48BvMnY0QcAAAAAAAAFJOgDAAAAAACAAhL0AQAAAAAAQAEJ+gAAAAAAAKCABH0AAAAAAABQQII+AAAAAAAAKCBBHwAAAAAAABSQoA8AAAAAAAAKSNAHAAAAAAAABSToAwAAAAAAgAIS9AEAAAAAAEABCfoAAAAAAACggAR9AAAAAAAAUECCPgAAAAAAACggQR8AAAAAAAAUkKAPAAAAAAAACkjQBwAAAAAAAAUk6AMAAAAAAIACEvQBAAAAAABAAQn6AAAAAAAAoIAEfQAAAAAAAFBAgj4AAAAAAAAoIEEfAAAAAAAAFJCgDwAAAAAAAAqopq8H6Im1a9fmzDPPzOTJk3Pbbbd1u66pqSk33XRTHnzwwTQ1NWXYsGE59thjc/755+fd7373Xnvcc889ueOOO7Jq1ap0dHTk4IMPzumnn57zzz8/DQ0Nb0hPAAAAAAAA6KnC7OjbunVr/umf/ik7d+7c67r169dn2rRp+d73vpcNGzakoaEhL730Un7+859n+vTp+e53v9tt7fXXX5/PfvazWbp0aVpaWlIqlbJ69erMnj07Z599dl5++eV93hMAAAAAAAB6oxBB38svv5yLLrooK1eu3Ou6tra2XHTRRXnxxRdzzDHH5N57783SpUuzePHifOxjH0tHR0e+8pWv5H/+53/2qF2wYEHmz5+f6urqXHPNNVm2bFmWL1+e2267LSNHjszTTz+dK6+8cp/2BAAAAAAAgN7q90Hf8uXLc9ZZZ+U3v/nNa679yU9+kmeffTZDhw7NzTffnPHjxydJRowYkS9/+cs5+eST097entmzZ+9W197enhtvvDFJcuGFF2b69Ompq6tLkpx44omZO3duSqVSfvnLX2bZsmX7pCcAAAAAAABUot8GfVu3bs0VV1yR8847Lxs2bMghhxySyZMn77XmzjvvTJJ8+MMfzogRI/a4PmvWrCTJ4sWL09TU1Hl+8eLFWbduXaqqqjJjxow96o466qiceOKJSZK77757n/QEAAAAAACASvTboG/9+vVZsGBBkuRjH/tY7rrrrhx88MHdrm9ubs7jjz+eJDnuuOO6XHPUUUdl6NChKZfLefjhhzvPP/roo0mSSZMm5a1vfWuXtccff3yS7FZXSU8AAAAAAACoRL8N+kqlUk4++eTcdddd+fKXv5whQ4bsdf3atWvT0dGRJJkwYUKXa6qqqvKXf/mXSZLVq1d3nl+zZs1e65Jk3LhxSZINGzakubm54p4AAAAAAABQiX4b9E2aNClz587NkUce+brWv/qxmGPGjOl23ahRo5IkGzdu3KN29OjRr1n36tpKegIAAAAAAEAlavp6gH1l69atnccNDQ3drtt17dXrt23bliQZNGhQt3WvvrartpKePdXe3p6nnnqq1/X92dixY/t6BADYr5qbm7N+/fq+HoNeGDt2bP/9m3IA8AbwuaW4fN8CwJvNQP7c0t7enurq6i6vDZjvKdrb25MktbW1KZVK3a6rq6vbbX2StLW1dda+Vt2rayvpCQAAAAAAAJUYMDv66uvrkyStra0pl8vdBm8tLS1Jdg/1du24a21t7fb+u+peXVtJz56qrq7OxIkTe13f//2prwcAgP1m8ODBA/z3+sC2o68HAID9yOeWgnuprwcAgP1nIH9uWbFiRbfXBsyOvgMOOKDzeOfOnd2u27Hjla9mhgwZskftrmtd2b59e+fxrtpKegIAAAAAAEAlBkzQ9/a3v73zuKmpqdt1L7zwQpJk1KhRnefGjBnzuutKpVLe9ra3VdwTAAAAAAAAKjFggr5x48alpuaVJ5GuXbu2yzUdHR157rnnkiSHHXZY5/ldx42Njd3ef926dUmSgw46KIMGDaq4JwAAAAAAAFRiwAR9tbW1+eu//uskySOPPNLlmt/+9rfZunVrkuQ973lP5/kpU6YkSZ544on86U9dvytu8eLFu62ttCcAAAAAAABUYsAEfUly+umnJ0l+/OMf56WX9nzb8Lx585IkJ510Ug4++ODO85MnT87IkSPT1taW+fPn71H3u9/9Lg8//HCS5Nxzz90nPQEAAAAAAKASAyro++hHP5pDDjkkmzdvzvnnn58nn3wySbJ58+Z84QtfyC9+8YvU1NTkH/7hH3arq66uzmWXXZYkufnmm3PLLbdk586dSZIlS5bk4osvTrlczvvf//4cc8wx+6QnAAAAAAAAVKKmrwfYl+rq6jJnzpzMmDEjq1atyplnnpmhQ4dm27Zt6ejoSJJ86UtfyrHHHrtH7Uc+8pGsWLEiP/zhD/O1r30tc+bMSW1tbZqbm5MkRxxxRP793/99n/YEAAAAAACA3hpQO/qSZNKkSfnJT36ST3ziEznooIOyY8eODBkyJCeddFK+/e1v5+yzz+6yrlQq5Stf+Uq+/vWvZ8qUKWloaEhra2vGjRuXWbNm5Xvf+16GDh26T3sCAAAAAABAbxVqR991112X66677jXXjRo1Kl/4whfyhS98occ9Tj/99M737vVEJT0BAAAAAACgpwbcjj4AAAAAAAB4MxD0AQAAAAAAQAEJ+gAAAAAAAKCABH0AAAAAAABQQII+AAAAAAAAKCBBHwAAAAAAABSQoA8AAAAAAAAKSNAHAAAAAAAABSToAwAAAAAAgAIS9AEAAAAAAEABCfoAAAAAAACggAR9AAAAAAAAUECCPgAAAAAAACggQR8AAAAAAAAUkKAPAAAAAAAACkjQBwAAAAAAAAUk6AMAAAAAAIACEvQBAAAAAABAAQn6AAAAAAAAoIAEfQAAAAAAAFBAgj4AAAAAAAAoIEEfAAAAAAAAFJCgDwAAAAAAAApI0AcAAAAAAAAFJOgDAAAAAACAAhL0AQAAAAAAQAEJ+gAAAAAAAKCABH0AAAAAAABQQII+AAAAAAAAKCBBHwAAAAAAABSQoA8AAAAAAAAKSNAHAAAAAAAABSToAwAAAAAAgAIS9AEAAAAAAEABCfoAAAAAAACggAR9AAAAAAAAUECCPgAAAAAAACggQR8AAAAAAAAUkKAPAAAAAAAACkjQBwAAAAAAAAUk6AMAAAAAAIACEvQBAAAAAABAAQn6AAAAAAAAoIAEfQAAAAAAAFBAgj4AAAAAAAAoIEEfAAAAAAAAFJCgDwAAAAAAAApI0AcAAAAAAAAFJOgDAAAAAACAAhL0AQAAAAAAQAEJ+gAAAAAAAKCABH0AAAAAAABQQII+AAAAAAAAKCBBHwAAAAAAABSQoA8AAAAAAAAKSNAHAAAAAAAABSToAwAAAAAAgAIS9AEAAAAAAEABCfoAAAAAAACggAR9AAAAAAAAUECCPgAAAAAAACggQR8AAAAAAAAUkKAPAAAAAAAACkjQBwAAAAAAAAUk6AMAAAAAAIACEvQBAAAAAABAAQn6AAAAAAAAoIAEfQAAAAAAAFBAgj4AAAAAAAAoIEEfAAAAAAAAFJCgDwAAAAAAAApI0AcAAAAAAAAFJOgDAAAAAACAAhL0AQAAAAAAQAEJ+gAAAAAAAKCABH0AAAAAAABQQII+AAAAAAAAKCBBHwAAAAAAABSQoA8AAAAAAAAKSNAHAAAAAAAABSToAwAAAAAAgAIS9AEAAAAAAEAB1fT1AAPJPffckzvuuCOrVq1KR0dHDj744Jx++uk5//zz09DQ0NfjAQAAAAAAMIDY0bePXH/99fnsZz+bpUuXpqWlJaVSKatXr87s2bNz9tln5+WXX+7rEQEAAAAAABhABH37wIIFCzJ//vxUV1fnmmuuybJly7J8+fLcdtttGTlyZJ5++ulceeWVfT0mAAAAAAAAA4igr0Lt7e258cYbkyQXXnhhpk+fnrq6uiTJiSeemLlz56ZUKuWXv/xlli1b1pejAgAAAAAAMIAI+iq0ePHirFu3LlVVVZkxY8Ye14866qiceOKJSZK77757f48HAAAAAADAACXoq9Cjjz6aJJk0aVLe+ta3drnm+OOPT5I8/PDD+20uAAAAAAAABjZBX4XWrFmTJJkwYUK3a8aNG5ck2bBhQ5qbm/fHWAAAAAAAAAxwgr4KNTU1JUlGjx7d7ZpRo0Z1Hm/cuPENnwkAAAAAAICBr6avByi6bdu2JUkGDRrU7ZpXX9u6dWuPe7S3tydJfvOb3/S4tgiqqqpSneTmc9/Z16MAwBuu+k/PZ/ny59PR0dHXo9ALVVVVKaUm5f/3rb4eBQDecC9tqk5503KfWwrqlc8tpcw5YU5fjwIAb7jSxlKWb3xzfm4R9FWora0tSVJbW9vtmrq6us7jXaFdb1RXV/e6tghqqkt9PQIA7DcD/ff6QFcq+RgNwJtDKT63FF11yf8/AN48Burnlr1lS76hqFBDQ0OSpLW1tds1LS0tncd7CwS78+53v7vngwEAAAAAADCgeUdfhQ444IAkyY4dO7pds3379s7jIUOGvOEzAQAAAAAAMPAJ+io0ZsyYJElTU1O3a1544YUkSalUytve9rb9MhcAAAAAAAADm6CvQocddliSpLGxsds169atS5IcdNBBGTRo0P4YCwAAAAAAgAFO0FehKVOmJEmeeOKJ/OlPf+pyzeLFi3dbCwAAAAAAAJUS9FVo8uTJGTlyZNra2jJ//vw9rv/ud7/Lww8/nCQ599xz9/d4AAAAAAAADFCCvgpVV1fnsssuS5LcfPPNueUtb+RZAAAVC0lEQVSWW7Jz584kyZIlS3LxxRenXC7n/e9/f4455pi+HBUAAAAAAIABpFQul8t9PUTRlcvlXHPNNfnhD3+YJKmtrU1tbW2am5uTJEcccUS++93vZujQoX05JgAAAAAAAAOIoG8fuueee/K9730vq1atyo4dO3LQQQfltNNOy4UXXpghQ4b09XgAAAAAAAAMIII+AAAAAAAAKCDv6AMAAAAAAIACEvQBAAAAAABAAdX09QAA9J21a9fmzDPPzOTJk3Pbbbf19TgAAJ22bNmS/9/enQZXXd1/HH9nu0EIhEUEEYRB8LJLIBCQlCDTSlVaBiiiFGEMA63SOGVpZYSxD1rbal3KVpHWNpZaLFghLI50kBZNDEEgkUWRpQQoIAkCIYloAub/IP/cEhIUrXIJvF+Pfvd3fr9zvuc+SvLJOWfRokWsXbuW/Px8ysrKuO6660hKSuL+++/n5ptvDneJkiRJAJSWlvKnP/2JNWvWsH//furVq8dNN93EiBEjGDlyJJGRrreR9PXxjD5JukqVlJQwbtw4duzYQXJyskGfJEm6bOTn55OamsqhQ4cAiI2NJTIyktOnTwMQExPDY489xrBhw8JZpiRJEkePHmXcuHHk5+cDEAgEqKiooLy8HIA+ffqwcOFC6tevH8YqJV3J/FcCSboKnTx5kkmTJrFjx45wlyJJklTNmTNnePDBBzl06BCtW7fmj3/8I3l5eeTm5rJixQr69u1LeXk5M2fO9GcZSZIUVhUVFfz4xz8mPz+f5s2bs2DBAnJzc8nNzWX27NnEx8fz9ttv8/Of/zzcpUq6ghn0SdJVJjc3lxEjRrB58+ZwlyJJklTDa6+9xt69e4mKimLevHkMGDCAyMhIIiIiCAaD/OEPf6B9+/aUl5fz3HPPhbtcSZJ0FduwYQNbtmwB4Omnn+a2224jOjqamJgYvv3tbzNz5kwAVqxYQWFhYThLlXQFM+iTpKtESUkJP/nJT7j33ns5dOgQbdu2pU+fPuEuS5IkqZr169cDkJSUROfOnWu0x8bGhrbsfPvtty9pbZIkSefKzs4GoGPHjvTt27dG+6BBg4DKHQvee++9S1mapKuIQZ8kXSUOHjzIihUrABg9ejSvvPIKrVu3DnNVkiRJ1XXp0oUhQ4YwcODACz7TvHlzoPIfmSRJksJl6tSpvPHGG8yePbvW9rNnz4auY2JiLlVZkq4y0eEuQJJ0aURERDB48GDS0tLo0qVLuMuRJEmq1f3338/999//mc9UbZHVsmXLS1GSJEnSBbVo0YIWLVrU2rZkyRIAGjZsSPfu3S9lWZKuIgZ9knSV6NSpE88++2y4y5AkSfqfHDx4kFWrVgGQkpIS5mokSZKqO336NHv27OGvf/0ry5YtA+CnP/0pcXFxYa5M0pXKoE+SJEmSVCd88sknTJ06lY8//pjY2FhSU1PDXZIkSVLI1q1bGTVqVOhzTEwMjz/+OHfddVcYq5J0pfOMPkmSJEnSZa+srIy0tDS2bt0KwKxZs2jVqlWYq5IkSfqvw4cPEwgEqF+/PgDl5eU89thjLF26NMyVSbqSGfRJkiRJki5rpaWl/OAHP2D9+vVA5Tl+d999d5irkiRJqm7gwIHk5eWxZcsW1qxZw+23386HH37IrFmzWL58ebjLk3SFMuiTJEmSJF22CgoKGDt2LG+99RYA48ePZ8aMGWGuSpIkqab69esTFRVFREQE7dq1Y+7cuXzzm98E4Le//S0VFRVhrlDSlcigT5IkSZJ0WdqzZw+jR4/m3XffBSAtLY1HHnkkzFVJkiRdvPHjxwNw5MgRCgoKwlyNpCtRdLgLkCRJkiTpfHl5eUyaNImioiKioqJ49NFHueeee8JdliRJUkh+fj779++nVatWdOzYsdZnmjdvHro+ceIELVq0uFTlSbpKuKJPkiRJknRZ2blzZyjki42NZc6cOYZ8kiTpsjNjxgwmTZrEggULLvjM3r17AYiMjKRly5aXqjRJVxGDPkmSJEnSZaO0tJS0tDSKioqoV68eCxcuDJ1tI0mSdDkZOHAgAP/4xz84cOBAjfaysrJQCNi3b18aN258SeuTdHUw6JMkSZIkXTYWLFgQ+kPZz372M/r16xfmiiRJkmo3duxYrrvuOsrKypgwYQKZmZmcOXMGgPfee48JEyawbds2YmNjefjhh8NcraQrVURFRUVFuIuQJIXHjBkzWLZsGcnJyTz//PPhLkeSJF3lysrK6N+/PyUlJURERNCsWbPPfScrK+sSVCZJklS7nTt3MnHiRAoKCgCIiYkhEAhQWloKQMOGDXnqqadISUkJZ5mSrmDR4S5AkiRJkiSAXbt2UVJSAkBFRQXHjh0Lc0WSJEmfrVOnTqxYsYL09HRef/11Dhw4wNmzZ+nQoQMpKSmMHz+eFi1ahLtMSVcwV/RJkiRJkiRJkiRJdZBn9EmSJEmSJEmSJEl1kEGfJEmSJEmSJEmSVAcZ9EmSJEmSJEmSJEl1kEGfJEmSJEmSJEmSVAcZ9EmSJEmSJEmSJEl1kEGfJEmSJEmSJEmSVAcZ9EmSJEmSJEmSJEl1kEGfJEmSJEmSJEmSVAcZ9EmSJEmSwubMmTOkp6dz8uTJavdfeeUVgsEg3bt3D1NlX53BgwcTDAZZuHBhjbYPPviAF198MQxVSZIkSboSGPRJkiRJksLiyJEjDB8+nF/96leUl5eHu5xLLiMjgzvuuIN169aFuxRJkiRJdVR0uAuQJEmSJF2dDhw4wK5du8JdxteuTZs2BAIBGjduXO1+dnY2H330UZiqkiRJknQlMOiTJEmSJOlr9MILL4S7BEmSJElXKLfulCRJkiRJkiRJkuoggz5JkiRJqqNGjx5NMBjkF7/4RY22iooKkpKSCAaDTJ06tdb3hwwZQjAYZNWqVaF7p06dYu7cuXz3u98lISGBnj17MnToUJ588kmOHTt2wVqKiopYsGAB9957L/369aNr16706dOHkSNH8rvf/Y7i4uJqzw8ePJhx48aFPicnJxMMBnnllVdq9P3pp5+ydOlS7r77bhISEkhMTOSee+5h+fLln/n97Nixg+nTp5OSkkK3bt1ISkpi/PjxLF++nLNnz9Z4fu7cuQSDQWbOnMnWrVsZOXIk3bt3Jzk5md/85jeh59566y0mT57MgAED6Nq1K0lJSYwZM4b09HQ+/vjjGv0OHjyYYDDIwoULAcjJySEYDLJs2TIAMjMzCQaDBIPBz5yPJEmSJJ3PrTslSZIkqY4aNGgQeXl5bNiwoUbbzp07OXnyJAAbN26s0X7w4EHy8/OJjo7mG9/4RuidiRMnUlBQAEBsbCxRUVHs3r2b3bt3s3TpUubPn09iYmK1vrZt28bEiRM5ceIEAIFAgEAgwKlTp9i+fTvbt29n5cqVLF26lLi4OACaNGlCSUkJRUVFADRt2pTIyEjq1atXre+KigrS0tJYu3YtAA0aNKC4uJjc3Fxyc3PZvn07s2bNqjG/3//+9zz11FNUVFQA0LBhQ0pKStiwYQMbNmxg+fLlzJs3L1TPuQ4cOEBqairFxcU0aNCAwsJCmjdvDsCiRYuqBatV/W7evJnNmzeTkZHBokWLau23SkxMDNdeey3FxcV88sknxMTEEB8ff8HnJUmSJOlCXNEnSZIkSXXUoEGDANi9ezeFhYXV2rKzs0PXhYWF7Nu3r1r7G2+8AUCvXr2Ij4/n+PHjoZDv9ttvZ+XKleTl5ZGbm0tGRgbJycmcPHmSBx98kCNHjoT6KSsrY8qUKZw4cYKEhAQyMjLYtm0bubm5ZGVlkZqaCsC///1vFi9eHHrv73//O3Pnzg19XrFiBVlZWdx5553V6iwvL2ft2rWMGzeO7OxstmzZwr/+9S9uvfVWoDJ427t3b7V3Vq5cyZNPPsk111zDtGnTyMnJYdOmTeTm5vLMM8/QrFkzsrOzeeSRR2r9Xjdu3Eh8fDyvvvoqW7ZsYdWqVQwfPpyCggIef/xxACZOnMimTZvYtGkT77zzDk888QSBQIB33333c8/k69WrV7W5JiUlkZWVRVZW1me+J0mSJEnnM+iTJEmSpDqqc+fOtGjRAqge7J37+cYbbwRqruqrCvpuu+02oHIFXEFBAUOGDGHu3LncfPPNREZW/srYqVMnnnvuOTp37kxRUVFoC0qArKwsDh48SCAQYP78+XTq1CnUdu211/Lwww/To0cPAPLy8r7UPO+55x5mzpxJ06ZNAbj++ut5/PHHiYmJASq3vqxSXl7OE088AcAzzzzDpEmTaNy4MVC50vDOO+9kwYIFREZGsmbNGrZu3VrrmA8//DA33XQTAB07diQ+Pp7NmzdTXl5Oo0aNmD59Og0bNgQgOjqaYcOGcd9991GvXr0awaMkSZIkfV0M+iRJkiSpDktJSQGqB33l5eVs2rSJBg0aMHr0aKB60FdWVkZOTg7w31WBK1euBGDUqFG1jhMdHc3IkSMBeP3110P3e/bsSXp6OvPmzaNZs2a1vtuhQwcASktLv/D8oDLoO991111H69atAUJbjQJs2LCBgoICmjdvHprb+Xr06EHnzp1rzKVKREQE/fv3r3G/QYMGABQXF4e2Ej3XlClTyMvL4+mnn/78SUmSJEnSV8Az+iRJkiSpDktJSWHJkiXVzul75513+Oijj0hJSaF3794AvP3226H2jRs3cvr0adq1a0f79u05dOhQaOvP6dOnEx1d+6+KZWVlABw9epSSkhLi4uJo0qRJjVCsuLiY/fv3s2fPHrZt28abb74JwNmzZ7/UHKtW1p3v2muvZd++fZSUlFSbO8CJEycYMGDABfs8deoUULml6PmaNWsWWq13rn79+tGqVSsOHz7M5MmTCQaDpKSkMGDAAHr37h1aYShJkiRJl4pBnyRJkiTVYbfeeiuBQIDDhw+Tn59Pu3btQqFfUlIS3bp1o379+hw9epT9+/fTtm1b1q9fD/x3284PP/ww1N/JkycvatxTp04RFxcHQEVFBf/85z9ZvHgx27dv5/jx49WerdoC9MuIiYkhEAjU2hYREREav8qxY8cAOHPmTOj6sxQVFdW4VzWv8wUCARYuXMjUqVPZtWsX77//Pu+//z4LFy6kQYMGDBo0iDFjxpCYmPi540qSJEnSV8GgT5IkSZLqsPr169O3b18yMzPJzs6uEfTFxMTQq1cvMjMz2bhxI23btg2dz1e1teW5K+3WrVvHDTfccNHjl5WV8cADD4TOyYuNjaVr1660b9+ezp07k5iYyMsvv8ySJUu+1PyqwryL9emnnwLQt29fFi1a9JWP2bFjRzIyMsjJyWHt2rW8+eab7N+/n9LSUlavXs3q1atJS0vjRz/60ZcaW5IkSZK+CIM+SZIkSarjBg0aFAr6hg8fTl5eHg0bNqRLly5AZeCXmZlJTk4O/fr1Iz8/n0aNGoVWnjVp0iTU15EjR75Q0Jeenk5mZiYxMTE88sgjfO9736uxAu/Pf/7zVzDLi1M1lw8++OBrGyMyMpL+/fuHtiw9fPgw69evJz09nfz8fObPn8+wYcNo06bN11aDJEmSJAF8+f1TJEmSJEmXhaqVeTk5OeTm5lJeXk5iYmJoy8x+/foBlWfzVa3mS05ODp3Fd+ONN9KoUSMAsrKyLjjO7NmzGTJkCA899FBou8w1a9YAMHz4cMaMGVPrNpt79uwBqm+x+XXp1q0bAAcOHODAgQO1PnPmzBm+853vMGLECJYuXXrRfefk5DBnzhwWL15c7X6rVq249957SU9PBypXFe7YsePLTUCSJEmSvgCDPkmSJEmq49q0aUP79u05efJkaPVcVbgH0LVrV+Li4jh69GgopKo6nw8qV6jdcccdALz44oscOXKkxhhHjhzhL3/5C/n5+TRp0iS0veVHH30E/HfLzPOtWbOGnTt3ApUB27mioqJC1xd6/4saMGAA8fHxADz55JO1PrN48WJ27drFjh07uPnmmy+675ycHObPn8/8+fMpLS2t0X7ulp9VNXyWqiD2q5q7JEmSpKuPQZ8kSZIkXQGqVvWtW7cOqDyjrkpUVBR9+vQBYPfu3URFRTFw4MBq7//whz8kPj6eoqIixo4dS2ZmJp9++ikVFRVs2rSJCRMmcOrUKRo1akRqamrovVtuuQWAjIwMVq1aFTrvr7CwkHnz5jFt2rTQs6dPn642ZtUqQoB33nnnf/0KgMozCx966CGgMmScOnUqhw4dCo3/wgsv8Otf/xqoDDur6r8YI0aMIBAIUFhYSFpaGnv27AmtUty9ezdTpkwBoGXLlvTu3ftz+6sKA/ft20dxcfHFT1KSJEmS/p9BnyRJkiRdAVJSUkLX8fHxdOrUqVp7UlJS6DohIYHGjRtXa2/VqhXPPvssTZo04T//+Q8TJkwgISGBnj178v3vf5+9e/dSr1495syZQ9u2bUPvTZ48maZNm1JeXs60adPo0aMHvXv3Jjk5mblz5xIdHc1dd90FVK4KPHf7znbt2tG0aVMA0tLSSExM5Pnnn/+fv4uxY8cyadIkAFavXs3gwYPp06cPCQkJ/PKXv+TMmTN07dr1giv+LqR169Y8+uijREREkJWVxV133UXPnj255ZZbGDp0KFu2bCEuLo7Zs2fXuoXp+Xr16gVUfi/9+/cnISGBY8eOffEJS5IkSbpqGfRJkiRJ0hWgd+/eNGzYEKDa+XxVzg36qlb/1dbHq6++ygMPPECnTp2IjIzk7NmztG7dmtGjR5ORkUH//v2rvdOmTRtefvllRowYQcuWLYHKrSg7dOjAfffdx4oVK5g1axYREREUFRWxcePG0LuBQIAFCxaQkJDANddcQ0VFBcePH/8qvg6mTZvGSy+9xNChQ7n++us5ffo011xzDd27d2fGjBm89NJLxMXFfeF+R40axd/+9jeGDh1Kq1atOHv2LJGRkXTo0IHU1FRee+01evbseVF9fetb32L69OnccMMNADRo0IDDhw9/4ZokSZIkXb0iKi7FaeiSJEmSJEmSJEmSvlKu6JMkSZIkSZIkSZLqIIM+SZIkSZIkSZIkqQ4y6JMkSZIkSZIkSZLqIIM+SZIkSZIkSZIkqQ4y6JMkSZIkSZIkSZLqIIM+SZIkSZIkSZIkqQ4y6JMkSZIkSZIkSZLqIIM+SZIkSZIkSZIkqQ4y6JMkSZIkSZIkSZLqIIM+SZIkSZIkSZIkqQ4y6JMkSZIkSZIkSZLqoP8DtRMqVadFft0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots()\n",
    "sn.barplot(data=train[['weathersit',\n",
    "                       'cnt']],\n",
    "           x=\"weathersit\",y=\"cnt\")\n",
    "ax.set(title=\"Weathersit distribution of counts\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3.6 工作日和节假日的分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x214304a4dc8>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2160x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,(ax1,ax2) = plt.subplots(ncols=2)\n",
    "sn.barplot(data=train, x='holiday', y='cnt', ax=ax1)\n",
    "sn.barplot(data=train, x='workingday', y='cnt', ax=ax2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3.7 数值型特征和y之间的相关性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x214304ddfc8>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2160x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "corrMatt = train[[\"temp\", \"atemp\",\n",
    "                  \"hum\", \"windspeed\",\n",
    "                  \"casual\", \"registered\",\n",
    "                  \"cnt\"]].corr()\n",
    "mask = np.array(corrMatt)\n",
    "mask[np.tril_indices_from(mask)] = False\n",
    "sn.heatmap(corrMatt, mask=mask,\n",
    "           vmax=.8, square=True, annot=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "体感温度和温度高度相关\n",
    "目标cnt与温度正相关、湿度和风速负相关"
   ]
  }
 ],
 "metadata": {
  "_change_revision": 0,
  "_is_fork": false,
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
